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Box to launch Box Automate service to expedite enterprise business processes, CEO says
Box is launching a service built for artificial intelligence to expedite tedious work like processing invoices and pulling key data from corporate documents, CEO Aaron Levie told Reuters on Monday. In an interview at Reuters' Momentum AI summit in New York, Levie said the company would launch the service, called Box Automate, within 24 hours. It builds on other AI programs that Box developed to put enterprises' vast and disorganized data to use.
Gemini app preps ‘Proactive Assistance’ and new Gemini voices
Google’s goal with Gemini is to build a personal, proactive, and powerful assistant. The Gemini app is now readying “Proactive Assistance.”
Lawmakers introduce bipartisan bill to speed up prior authorization in Medicare Advantage
Several healthcare stakeholders have voiced their support for the effort, including the Medical Group Management Association.
Red Sox exec Craig Breslow says he wants ‘stabilizing’ voice after Alex Cora firing, but players aren’t happy
‘The Voice’: The 5 Most Impactful Changes Since Season 1
Some of these changes were knockouts. Others hit all the wrong notes.
‘The Voice’: The 5 Most Impactful Changes Since Season 1
Some of these changes were knockouts. Others hit all the wrong notes.
‘The Voice’: The 5 Most Impactful Changes Since Season 1
Some of these changes were knockouts. Others hit all the wrong notes.
‘The Voice’: The 5 Most Impactful Changes Since Season 1
Some of these changes were knockouts. Others hit all the wrong notes.
Google Pixel ruined voice typing on every other phone for me, but the fix is in sight
Every time I use a Google Pixel phone, voice-to-text on every other Android phone is ruined for me, but this app fixes it.
‘The Voice’: The 5 Most Impactful Changes Since Season 1
Some of these changes were knockouts. Others hit all the wrong notes.
Voice of Business: Area employers developing leaders
The energy inside the room at the Dayton Area Chamber of Commerce’s annual meeting on April 14 was unmistakable. It wasn’t just optimism, it was a clear signal that our
MMI Prep students excel at PA Junior Academy of Science
Theresa Long, head of school, announced MMI Preparatory School students had an outstanding showing at the Pennsylvania Junior Academy of Science competition that was held Feb. 28, at Wilkes University. MMI’s 37 participating students earned…
Stagecoach re-opens its doors after brief wind-related shutdown
Because of high winds at Stagecoach, the festival promoter Goldenvoice postponed the festival Saturday night and crowds were evacuated. As of 8:42 p.m., the festival advised via its mobile app
The 'Invincible' Game's Story Brings Action and New Voices
A new, but familiar story lies at the heart of 'Invincible VS,' and with some slightly different actors along for the ride.
Voices: Disparities in maternal health
t’s Minority Health Month and Jawan sits down with a mother who survived preeclampsia. Her story plus the importance of health advocacy for women of color.
Docu-concert to recall Tin Pan Alley
The Blue Hill Public Library will present a docu-concert, “Time Travel to Tin Pan Alley,” featuring century-old jazz standards performed by Ann Delaney, voice, Dan Barrett, trombone, and Scott Cleveland,
$25 for Audiophile Earbuds? Meet Panasonic's New ErgoFit USB-C Wired Buds
These Panasonic wired earbuds sound remarkably good for their low price and also work well for voice calls. They earn a CNET Editors' Choice award for being an excellent value.
The applicability of Hungary’s election to our politics
American conservatives, largely synonymous these days with MAGA save for a few lonely voices of courage and dissent, have plenty to lament. Their domination of the political landscape is waning. Various special elections hither and yon have presented bright, flashing caution signs. A very difficult, perhaps devastating, off-year election beckons. Major fractures have surfaced within […]
Ventriloquist gives voice to comic characters in 2 musical shows for2026 at Bird-in-Hand Stage
Ventriloquist Ryan Bomgardner of Lititz recently opened another season of his family-friendly musical-comedy shows at Bird-in-Hand stage.
Business Roundtable to lead corporate engagement at G20
The Trump administration is shifting how business voices are included in G20 discussions, elevating the Business Roundtable to lead corporate engagement.
Barry Mano, Who Gave Sports Referees a Voice (and More), Dies at 82
With Referee magazine and a nonprofit advocacy group, he created a community and support system for sports officials
Rapid rise of women’s sports: From Seton Hall to the national stage
The Voice of the Seton Hall Community.
‘School board members, superintendents, parents and students are all important voices’
Opinion, comment and editorials of the day
Sainsbury's echoes Tesco warning as Iran war weighs on outlook
British supermarket group Sainsbury’s warned on Thursday that uncertainty around how the Iran war will affect consumers is clouding its outlook and could drag profits lower this year, echoing concerns voiced by market leader Tesco.
The fiery effects of political memes
Despite their simplicity, memes can both inspire new political voices and reinforce false narratives and are affecting online discourse around the globe.
‘It’s not just stardust.’ Musicians warn AI could erase artists’ livelihoods
Musicians brought their message straight to Capitol Hill, warning lawmakers that AI threatens artists’ voices, likenesses and livelihoods.
Oklahoma Senate says no to sports betting
The Oklahoma Senate on Wednesday rejected a bill that would have legalized sports betting.
Rep. David Scott, a Georgia Democrat seeking 13th term in Congress, dies at 80
Scott, the first Black chairman of the House Agriculture Committee, was once a leading voice for his party on issues related to farm aid policy and food aid for consumers.
BHS Sports Wrap (April 13
Belmont High School sports wrap for April 13-18: girls lacrosse improves to 6-1, track records fall, and rugby, baseball, and softball updates.
AEG Presents and Goldenvoice Spotlight Careers in Live Entertainment at Coachella Valley Music and Arts Festival
NORTHAMPTON, MA / ACCESS Newswire / April 22, 2026 / More than 100 local high school students gained a behind-the-scenes look at careers in live entertainment when AEG Presents and Goldenvoice hosted a career exposure day at the Coachella Valley Music ...
AEG Presents and Goldenvoice Spotlight Careers in Live Entertainment at Coachella Valley Music and Arts Festival
More than 100 local high school students gained a behind-the-scenes look at careers in live entertainment when AEG Presents and Goldenvoice hosted a career exposure day at the Coachella Valley Music and Arts Festival in Indio, CA on April 15, 2026.
‘Just noticing birds improves your health’
#iamthewest: Giving voice to the people that make up communities in the region.
Mara Brock Akil And Congresswoman Sydney Kamlager-Dove Share How Storytelling Shapes Black Maternal Health
On Saturday, April 18, In Our Own Voice: National Black Women’s Reproductive Justice Agenda brought together elected officials, TV and film writers, creators, and community leaders for a powerful conversation unpacking how media narratives can impact policy.
FactCheck.org Wins People's Voice Webby Award in News & Politics | The Annenberg Public Policy Center of the University of Pennsylvania
FactCheck.org has won the popular-vote People's Voice Award as best news and politics site at the 30th Annual Webby Awards.
National Small Business Week is Coming Up – Here’s How You Can Support
Voice of Business Blog National Small Business Week is being celebrated from Sunday, May 3rd, through Saturday, May 9th around the country, including right here in Greater Rochester, NY. Our small businesses have a massive economic impact in our community. A recent report from NYS Comptroller Tom DiNapoli found that 98.9% of all businesses in…
PS5 Age Verification Coming to UK and Ireland, Needed for Messages and Voice Chat
Get your phone out
MBA Voices: How London Business School Gave Me The Motivation & Tools To Reimagine My Career
The biggest takeaways from B-school aren't always the lessons you take from the classroom, says one London Business School MBA.
San Francisco’s mental health board, drug policy under scrutiny this week; Pyramid to get landmark status
This week, the highlights at City Hall include the likely reorganization of a commission overseeing mental health policy, support for drug-free supportive housing, and the possible landmarking of the city’s most visually distinctive building after over 50 years on the skyline. On Monday, the Rules Committee will have a full docket ranging from an ordinance […]
Hundreds pack Montevideo’s plaza as La Rueda de Candombe caps a breakout run
Every Monday night in Montevideo, hundreds of people gather around a table in a public square, drawn by the pulse of drums, guitars, and voices. La Rueda de Candombe started as a casual jam session...
Hundreds pack Montevideo’s plaza as La Rueda de Candombe caps a breakout run
Every Monday night in Montevideo, hundreds of people gather around a table in a public square, drawn by the pulse of drums, guitars, and voices.
Mike Myers went full 'Shrek' to honor Eddie Murphy at AFI Life Achievement Award Ceremony
AFI honored Eddie Murphy with its Life Achievement Award in a ceremony that included tears, laughter, and a cameo from a certain green ogre voiced by Mike Myers.
Gemini Live redesign replaces fullscreen interface on Android
Visually, Gemini Live has remained mostly unchanged since launch, but Google is now testing a redesign that removes the fullscreen interface.
iPhone and Samsung flashlight tricks you should know
Your iPhone and Samsung phone flashlights have hidden controls for brightness, beam width and voice commands that most people have never tried.
Ogden Raptors add new broadcast voice with familiar pedigree
The Ogden Raptors are adding a new voice to the broadcast booth for the 2026 season. The team announced the hire of Arden Louchheim as an additional announcer for play by play and color commentary. Louchheim is finishing up both her sports media degree and her women’s golf career at the University of Nebraska but […]
Abby Phillip remains calm amid political chaos on CNN's 'NewsNight'
CNN anchor Abby Phillip is the calmest voice on viral \
St. Joseph Health nurses hold rally to mark start of contract negotiations
Registered nurses at St. Joseph Health in Brazos Valley, Texas, will hold a rally on Wednesday, April 22 as they begin negotiations for their first contract, following their decisive vote to form a union last year. Nurses say safe staffing, workplace safety, and a strong voice for nurses will be their top priorities as they start negotiations.
Senate extends controversial surveillance program used by U.S. spy agencies
The Senate approved a short-term renewal until April 30. The measure cleared the Senate by voice vote, without a formal roll call, as Congress raced to meet a Monday deadline. It now heads to President Donald Trump, who had pushed for a clean 18-month extension, for his signature.
Noyo Center for Marine Science breaks ground on facility to house whale skeleton
Whale that washed up in 2009 will be the centerpiece of the future Ocean Science Center.
Former U.S. Sen. Bill Frist to speak at ETSU
Former U.S. Sen. Bill Frist is the featured speaker for the latest installment of ETSU’s Leading Voices in Public Health lecture series.
Speaking with One Voice to Advance Health in America
Two days from now, the AHA will welcome more than 1,000 health care leaders to our 2026 Annual Membership Meeting in Washington, D.C.
Indonesia and the politics of platform governance
The relationship between governments and digital platforms is never simple. Governments can introduce regulations, but digital platforms also possess enormous power through the technologies, algorithms, and global information infrastructure they control.
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.”
Sonos Era 100 SL Review: A New Era Of Affordability
If you couldn't care less about voice assistants on home speakers, the Sonos Era 100 SL is a relatively affordable option that packs in great sound.
Voice-first chatbots will exacerbate AI’s mental health threat
The debate about AI and mental health has so far focused on content. But the way the content is delivered matters, too.
DeepL, known for text translation, now wants to translate your voice
DeepL says its tech could be used for real-time translation with meeting tools like Zoom and Microsoft Teams
Apple Sends Siri Staffers to Coding ‘Bootcamp’ in Latest Shakeup For Organization
Apple is sending a portion of its Siri programmers back to coding school just two months before the company is expected to unveil a major, AI-powered revamp of the voice assistant, people familiar with the team said. The company plans to send a significant chunk of people working on Siri—a group ...
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,...
Entertainment Host & Lifestyle Expert Josh McBride Launches New Podcast "The McBride Rewind" Featuring Iconic Voices of the 2000s/Late 1990s
Television host and entertainment personality Josh McBride is officially stepping into the podcast space with the debut of The McBride Rewind, a nostalgic, interview-style show celebrating the icons, culture, and unforgettable moments of the early 2000s.
Google Home rolls out more Gemini voice updates for music, notes, more
Google Home has launched another set of updates for its new Gemini voice experience, addressing pain points in media playback...
Dave Chappelle stands firm through backlash and considers revisiting ‘Chappelle’s Show’
Dave Chappelle finds clarity away from the spotlight in the Ohio village where he lives. In an interview, he reflects on his comedic voice, which has sparked debate and criticism,
Hollywood heavyweights voice opposition to Paramount-Warner merger in letter
The deal is worth $111 billion
After Masters bid falls short, Scottie Scheffler airs Augusta frustration
Scottie Scheffler's quest for a third Masters title came up short, and afterward he voiced a frustration over Augusta National's setup.
Trump Says Gas Prices Might Not Drop By Midterms, Highlighting G.O.P. Peril
The president has sent mixed messages on how long he expects costs to be high. Some in his party voiced fresh concern after his comments on Sunday.
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...
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
Follow the spark, choosing new Nashville artists to profile
As a Nashville music reporter, I meet emerging artists year-round. Here's how I decide which rising voices to follow.
Your wishes, your voice: Ochsner doctors encourage families to plan ahead for National Healthcare Decisions Day
Every year on April 16, National Healthcare Decisions Day serves as a reminder that medical emergencies rarely arrive with warning. When they occur, the decisions surrounding treatment often must be
U.S. Small Business Administration Offers Drought Disaster Loans for Colorado Businesses, Private Nonprofits, Homeowners, and Renters - by Carly Winchell
The U.S. Small Business Administration (SBA) announced the availability of low-interest federal disaster loans for small businesses and private nonprofit
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.
“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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On plant health and embracing new plant-breeding techniques in South Africa
The major challenge currently confronting South Africa’s agriculture is the spread of foot-and-mouth disease. For many farmers across the country, the most urgent tasks are both securing sufficient vaccines and rolling them out quickly in the coming months, particularly as the beef and dairy industries continue to suffer big losses. There is also pressure on sheep, goats, and other livestock to prevent the disease from spreading. As efforts to get the country through this monumental challenge continue, I believe it is important to sharpen our focus on the broader task at hand: strengthening biosecurity. This covers both animal and plant health. In recent years, we haven’t focused much on plant health, except a few times, such as when we had a goss’s wilt scare in the maize industry, a few cases of citrus black spot, or cases of sclerotinia in sunflower seeds. But the fact that South Africa managed to control the outbreaks of these particular diseases when they occurred a few years ago was due to organized agricultural and government scientific capabilities, and, most importantly, the availability of crop protection or agrochemicals necessary to address some of them. Therefore, as the animal health division in the Department of Agriculture focuses on the pressing challenge of the day, the foot-and-mouth disease, there is an opportunity for the plant health division to assess if they have all the requirements to tackle any outbreak that may occur on fruits, vegetables or crops in future. The challenge with crop diseases is that they can spread quickly and cause much more rapid damage in the field than we typically see with livestock. Therefore, speed is everything in ensuring the appropriate controls are available. I raise this as an important area, particularly given the drastic climate variation we observe across the country. The production conditions in some areas have changed noticeably over time, which may introduce new risks. The other essential part is ensuring that South Africa has access to the best crop protection technology available in the market. Many technology developers worldwide have operations in South Africa. Therefore, the Department of Agriculture, along with the Agricultural Research Council, must continuously interact with technology developers to assess the various crop protection technologies they are releasing globally and determine their suitability and need in South Africa. This will require a proactive approach from the government, unlike the current approach, in which technology developers typically approach regulators with new technologies. The government, recognising the food security risks, must take a proactive approach to ensure that South African farmers have access to the latest crop protection technologies, thereby safeguarding the country’s food security. Beyond crop protection, we must never forget that South Africa’s agriculture is key to ensuring that the country is the most food-secure country at the national level in sub-Saharan Africa. South Africa is also the only African country in the top-40 global agricultural exporters, having more than doubled since 1994 on the back of the adoption of high-yielding seed cultivars. South Africa has been the only African country to adopt a bold approach to embracing science and adopting genetically engineered seeds for grains and oilseeds in the early 2000s. Since then, we have seen crop yields improve noticeably, contributing to the gains we mentioned above. But ensuring that South Africa improves further is not a given. The key lies in South African regulators’ attitudes towards new technologies. We have to maintain a progressive approach and not give in to the politics of non-food and non-scientific voices that shout on the sidelines. Food security is national security, and the government must ensure we progress, leaning on science. Therefore, the registration of high-yielding new genomic techniques is required. South Africa cannot afford to fall behind the EU, the USA, South America, and many of its competitors in global agriculture. The Department of Agriculture’s crop science division must adopt a progress-and-science-embracing approach for the good of the country. Thanks for reading AgriView! Subscribe for free to receive new posts and support my work. Subscribe Share
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Album Review: 6WA by BigXthaPlug & 600 Entertainment
BigXthaPlug spent eight months in Nashville making a country-rap album that debuted at No. 7 on the Billboard 200, put “All the Way” with Bailey Zimmerman at No. 4 on the Hot 100, got him a Rolling Stone cover, and filled arenas with Jelly Roll. And then he came back to Dallas, rounded up four of his signees, and made a gangsta-rap record with N.W.A’s Straight Outta Compton on the cover. 6WA is the second group release from 600 Entertainment, named after the 600 block of Meadowridge Street in Ferris, Texas, where BigX and his people grew up. The whole thing is loaded with West Coast samples. From N.W.A.’s “8Ball,” Eazy-E’s “Real Muthaphuckkin G’s” and “Boyz-N-The-Hood,” Ice-T’s “6 in the Mornin’,” Snoop Dogg’s “Nuthin’ but a ‘G’ Thang” and more. BigX is staking his name on the lineup he built—Rosama, MurdaGang PB, Yung Hood, KevanGotBandz, KaineMusic—and claiming a lineage from 1,400 miles away while insisting Dallas is its own thing. A million dollars in cash, split and handed straight to his mother. That’s the first place BigX goes on “From the Bottom.” He’d probably still be in the streets if he didn’t have his son and daughter. He only started rapping to make life better for Carter. Couldn’t start his car back then, now people get starstruck at Starbucks, and he throws the whole field away in one sentence: “How you think we competin’? You on the same bag, I just made me some millions off country.” Goyard bags off a Nashville payday, and he wants you to know exactly how far he’s come from everybody else. “Safe to Say” does something similar but looser. It’s a straight Ice Cube “It Was a Good Day” flip, and BigX nails it. Wakes up, checks both phones, nobody’s locked up, kid accounts look good. Gets pulled over, only catches a warning. Pulls up on the squad to liquor, ladies, and haze. Rosama takes the second verse and matches him. Wakes up to his girl cleaning his cuticles, twins playing peekaboo, pays off his car, calls a cousin, sees the opps and they don’t trip. Lawyer calls, he beat his case. Rosama is the strongest voice in the 600 camp after BigX, and “Life of a Gangster” is why. Third person, riding low, blacked-out windows, snub-nose revolver. A character who chose sticking people up over selling dope. “Quick eraser like a number-two pencil.” He never breaks character, and his delivery drops lower and slower than anything he does on the group cuts, like he’s telling you something at a cookout that he probably shouldn’t. Then on “Long Live Fre$h” he’s a completely different rapper. “Short-bus diamonds, these bitches retarded,” wide-body Durango he can’t even park. That kind of range matters on a group record. MurdaGang PB’s best verse is on the title track. Feds at his door at 6 AM, cameras busted, flushing dope, ram truck putting everybody on the floor. Yung Hood on “The Hottest” just lays out four reasons to keep hustling. Who wants to be broke, women cost money, you need bail, and home has to be straight. It’s funnier and more honest than most rappers get when they’re trying to explain why they sell drugs. KevanGotBandz on “Ain’t Never Slowin’ Down” talks about his father getting caught on the dope while he’s sitting on $300K somewhere in the hills, which is a specific kind of guilt that doesn’t usually make it onto crew tapes. KaineMusic, the newest signee, takes the back half of “Who Dunnit” and introduces herself in third person—“Took flight just to show these hoes how to perform”—but it’s too short to know if she can hold a full song. The flex tracks fill the middle of the LP and mostly run together. “I Go” is Rosama and PB trading brands, guns, and food punchlines. Rosama’s “anemic, my iron tucked low in this shirt” is a slick gun bar, PB fires back with “.223 with a clip ‘bout as big as a toddler” and “I go Burger King, stay with that whopper.” Quick, funny sometimes, but it’s all shopping lists. “Dopeman” is a chant. “6ixer Party” brings Snoop Dogg, who does exactly what you’d expect Snoop Dogg to do. BigX contributes the night’s wildest overshare: “She say she brought a friend too, well, I’m tryna put sausage on her dental.” These songs move fast and don’t overstay, but three or four of them could trade verses and nobody would catch it. Midway through, The D.O.C. shows up for a spoken-word interlude. Tracy Curry. West Dallas native, former N.W.A affiliate, co-writer on a lot of the records getting sampled on this very album. He thanks BigX for the tribute and then gets direct: “This your time, this DFW time. You need to do it like we do it down here.” Leave bread crumbs so everybody behind you can eat. Keep God in your life. It’s fatherly and generous, and it does raise the question of whether 6WA follows that advice. The album borrows heavy. The cover art, the Eazy-E samples, “Amerikkka’s Most Wanted” opening with a direct “Boyz-N-The-Hood” lift, Yung Hood rapping “Flag on my left side, Crip until I die.” But the stuff that actually stays with you is Dallas. BigX talking about Pleasant Grove, Rosama calling himself a country boy, PB recounting a raid that could’ve been last Tuesday. The record smells most like itself when it smells like Ferris, Texas, and least like Compton. BigX on “The Hottest” says his father was the first person he knew who had chickens. Not the way rappers usually wave at the drug trade. He means his actual father, his actual family. On “600 Degrees,” Rosama compares his chopper’s stutter to a speech disorder, PB claims he still has the block on his back even after leaving the city. BigX closes that one saying he used to spin and smack, and now the plaques are platinum. Thirty-two minutes was right for this. Nobody overstays, Tony Coles and Rance and Charley Cooks keep the production punchy, and BigX gives his signees real room instead of crowding every song. 6WA doesn’t reinvent anything. Five rappers, good beats, short clock. Most of what they say you’ve heard before. Some of it—the million to his mother, the cuticles and peekaboo, the four reasons to hustle—you won’t forget. Solid (★★★½☆) Favorite Track(s): “Safe to Say,” “From the Bottom,” “The Hottest” Subscribe
Pope Leo's political voice and how much influence he holds
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NAVA Launches Latin Association of Voice Actors, Combatting AI Fraud in Spanish-Language Entertainment
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