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Health Alert: Worldwide Caution – Public Health Arrival Restrictions and Enhanced Ebola Screening – May 21, 2026 - U.S. Embassy & Consulate in Thailand
Health Alert: Worldwide Caution – Public Health Arrival Restrictions and Enhanced Ebola Screening – May 21, 2026 Event: As of May 21, 2026, all U.S.-bound American citizens and lawful permanent residents (LPRs) who have been present in the Democratic Republic of the Congo, Uganda, or South Sudan within 21 days of arrival in the United States must only enter through Washington Dulles International Airport (IAD) for enhanced screening. The U.S. Centers for Disease Control and Prevention (CDC) and the Department of Homeland Security’s (DHS) Customs and Border Protection (CBP) will apply enhanced public health screening at IAD in response to the Ebola outbreak. The Dulles requirement applies to all passengers, including U.S. citizens and LPRs, who were present in those countries. Please be prepared for flight changes or cancellations. Actions to take: Read the Department of Homeland Security Alert on Enhanced Ebola Screening. Review Consular Information for Americans Regarding the Ebola Outbreak. If you are planning to travel to the United States, contact your airline to confirm your flight and route. You may also contact the State Department – Consular Affairs: Phone: +1-888-407-4747 or +1-202-501-4444 Enroll in the Smart Traveler Enrollment Program (STEP) to receive safety and security updates.
Health Alert – Worldwide Caution - U.S. Embassy in Argentina
Health Alert – Worldwide Caution Health Alert – Worldwide Caution Health Alert May 21, 2026 Public Health Arrival Restrictions and Enhanced Ebola Screening Event: As of May 21, 2026, all U.S.-bound American citizens and lawful permanent residents (LPRs) who have been present in the Democratic Republic of the Congo, Uganda, or South Sudan within 21 days of arrival in the United States must only enter through Washington Dulles International Airport (IAD) for enhanced screening. The U.S. Centers for Disease Control and Prevention (CDC) and the Department of Homeland Security’s (DHS) Customs and Border Protection (CBP) will apply enhanced public health screening at IAD in response to the Ebola outbreak. The Dulles requirement applies to all passengers, including U.S. citizens and LPRs, who were present in those countries. Please be prepared for flight changes or cancellations. Actions to take: Read the Department of Homeland Security Alert on Enhanced Ebola Screening(opens in a new tab). Review Consular Information for Americans Regarding the Ebola Outbreak. If you are planning to travel to the United States, contact your airline to confirm your flight and route. You may also contact the State Department – Consular Affairs: Phone: +1-888-407-4747 or +1-202-501-4444 Enroll in the Smart Traveler Enrollment Program (STEP) to receive safety and security updates. For updates on the situation, click here.
Tucson Roadrunners Set Franchise Business Records During 2025-26 Season
While the Tucson Roadrunners celebrated their 10th anniversary on the ice during the 2025-26 season, the organization also delivered one of the most successful business campaigns in franchise history off it.
Health Alert: Worldwide Caution – Public Health Arrival Restrictions and Enhanced Ebola Screening – May 21, 2026 - U.S. Embassy In Nicaragua
Health Alert: Worldwide Caution – Public Health Arrival Restrictions and Enhanced Ebola Screening Event: As of May 21, 2026, all U.S.-bound American citizens and lawful permanent residents (LPRs) who have been present in the Democratic Republic of the Congo, Uganda, or South Sudan within 21 days of arrival in the United States must only enter through Washington Dulles International Airport (IAD) for enhanced screening. The U.S. Centers for Disease Control and Prevention (CDC) and the Department of Homeland Security’s (DHS) Customs and Border Protection (CBP) will apply enhanced public health screening at IAD in response to the Ebola outbreak. The Dulles requirement applies to all passengers, including U.S. citizens and LPRs, who were present in those countries. Please be prepared for flight changes or cancellations. Actions to take: Read the Department of Homeland Security Alert on Enhanced Ebola Screening. Review Consular Information for Americans Regarding the Ebola Outbreak. If you are planning to travel to the United States, contact your airline to confirm your flight and route. You may also contact the State Department – Consular Affairs: Phone: +1-888-407-4747 or +1-202-501-4444 Enroll in the Smart Traveler Enrollment Program (STEP) to receive safety and security updates.
Health Alert: Worldwide Caution – Public Health Arrival Restrictions and Enhanced Ebola Screening – May 21, 2026 - U.S. Embassy & Consulates in Brazil
Health Alert: Worldwide Caution – Public Health Arrival Restrictions and Enhanced Ebola Screening – May 21, 2026 Event: As of May 21, 2026, all U.S.-bound American citizens and lawful permanent residents (LPRs) who have been present in the Democratic Republic of the Congo, Uganda, or South Sudan within 21 days of arrival in the United States must only enter through Washington Dulles International Airport (IAD) for enhanced screening. The U.S. Centers for Disease Control and Prevention (CDC) and the Department of Homeland Security’s (DHS) Customs and Border Protection (CBP) will apply enhanced public health screening at IAD in response to the Ebola outbreak. The Dulles requirement applies to all passengers, including U.S. citizens and LPRs, who were present in those countries. Please be prepared for flight changes or cancellations. Actions to take: Read the Department of Homeland Security Alert on Enhanced Ebola Screening. Review Consular Information for Americans Regarding the Ebola Outbreak. If you are planning to travel to the United States, contact your airline to confirm your flight and route. You may also contact the State Department – Consular Affairs: +1-888-407-4747 or +1-202-501-4444 Enroll in the Smart Traveler Enrollment Program (STEP) to receive safety and security updates.
Former Splinter Cell Creative Director Says Realistic Graphics Are Causing Problems for Modern Stealth Games
The former creative director of one of gaming's most influential stealth franchises, Splinter Cell, has suggested that advancements in lighting and shadow have made it more difficult than ever for the fans — and creators — of the genre.
Top Dem lawmakers duck questions when pressed on Platner's Reddit scandal
Top Democratic lawmakers refuse to say whether Maine Senate candidate Graham Platner's graphic Reddit posts have become a party liability ahead of midterms.
MIT scientists discover amino acid that helps the gut heal itself
MIT scientists have identified cysteine — an amino acid found in foods like meat, dairy, beans, and nuts — as a potent trigger for intestinal repair. In mice, a cysteine-rich diet activated immune cells that released healing signals, helping stem cells rebuild damaged intestinal tissue after radiation exposure. Researchers say the discovery could eventually lead to new dietary therapies for cancer patients suffering from treatment-related gut damage.
Exhibit highlights the health impacts of online violence affecting children and adolescents
The World Health Organization (WHO) is drawing attention to the growing importance of addressing the impacts of digital environments on children’s health and development.
Scientists discover over 1,100 new marine species
Scientists have named 1,121 new marine species in a single year - from deep-sea ghost sharks to cave shrimp off Marseille.
WNBA graphic omitting Caitlin Clark shows identity politics still come first
OutKick argues the WNBA once again snubbed Caitlin Clark from a promotional graphic, choosing a player averaging 1.0 points per game over its biggest star.
Trump is losing his grip on his most important demographic
If there’s one demographic group that is synonymous with President Donald Trump’s political rise — and his later rebirth — it’s the White voter without a college degree.
They Remember Every Moment of Their Lives. Scientists May Have Just Figured Out Why.
The rare people with highly superior autobiographical memory (HSAM) might owe it to how they sleep.
Trump’s Approval Sinks Amid Unpopular War, Darkening G.O.P. Prospects
With the midterms nearing, President Trump’s approval rating has hit a second-term low as voters question his handling of the economy, according to the latest New York Times/Siena poll.
NVIDIA Reflex 2 and AMD Anti-Lag 2 Can Now Run on Any GPU Under Linux
According to a new open-source project called low_latency_layer, Linux gamers using NVIDIA, AMD, or Intel graphics cards will experience low-latency gaming technologies like NVIDIA Reflex 2 or AMD Anti-Lag 2, regardless of their platform. The latest low_latency_layer from Korthos Software is a Vulka...
‘Worst marketing in sports’: WNBA snubs Caitlin Clark in advertising graphic
Caitlin Clark is the biggest name and face in the WNBA right now, but you wouldn’t know that from a recent WNBA advertising graphic. Sunday featured a few high-profile games and matchups between some of the league’s most high-profile players with A’Ja Wilson and the Las Vegas Aces taking on Angel Reese in the Atlanta…
Open-Source "low_latency_layer" Brings Reflex & Anti-Lag 2 To AMD & Intel GPUs On Linux
A new open-source project called low_latency_layer is an implicit Vulkan layer that enables AMD Anti-Lag 2 and NVIDIA Reflex 2 to reportedly work in a hardware-agnostic manner so that AMD and Intel graphics cards can both enjoy Reflex or Anti-Lag 2 working on non-AMD graphics cards as well.
AMERICA 250: The Tavern, the Print Shop, and the Small Business Roots of America’s Founding - Small Business & Entrepreneurship Council
By Karen Kerrigan – Long before America became a global economic powerhouse, local entrepreneurs and small business owners helped build the civic culture, communication networks, and spirit of independence that made our nation possible. As America marks its 250th anniversary, it is important to note that the nation’s founding was shaped not only in legislative […]
Downtown Youngstown entertainment venues rebound financially
YOUNGSTOWN — The city-owned entertainment facilities started the year off strong with a $300,448 operating surplus during the first quarter — the fourth-best January-March in its history — rebounding from a $484,728 loss in 2025. “It’s a great start for the year,” said Eric Ryan, president of JAC Management Group, which operates the Covelli Centre, […]
ASUS Republic of Gamers Announces ROG NUC 16
ROG NUC 16: ASUS unveils a compact gaming PC for gamers and creators. Features Intel Core Ultra, NVIDIA RTX 5080 Laptop GPU, AI-enhanced graphics, QuietFlow cooling, and versatile dual-orientation design. Subscribe to ASUS Pressroom for the latest tech updates!
Can fossilized vomit tell you what prehistoric animals ate?
Learn how paleontologists study fossilized vomit to explore what prehistoric predators ate.
Andrew Abbott leaned into some science to get his season back on track
Andrew Abbott locked in on the stick-figure graphic of himself. The world of biomechanics is very advanced. But with Abbott going through the worst rut of his big league career, he opened up to some new ideas to get himself back on track. He asked for some help, and he leaned into some sports science. He said the stick figures made it clear, and he credits biomechanics for helping him get his season back on track. Over his last three starts, he has allowed two total runs in 17 ⅔ innings. “There’s a photo of (me) last year and the year before on a graph, and this year is in a different color,” Abbott said. “You see where you are in comparison to that. Where the hands are at this moment, where your feet are, where the knee is, where your head is at, where your shoulders are at, it breaks it all down if you want it.” When Abbott saw his mechanics in this objective way, he recognized exactly what had been going wrong. “When my tempo, my feet and my hands are aligned, then normally my mechanics are sound,” Abbott said. “And when my mechanics are sound, my stuff behaves normally. The fastball is jumpy. I’m up in velo. My extension is better.” Abbott said that he started diving more into his biomechanics in the middle of April. The Reds have a biomechanics team, which works closely with pitching coach Derek Johnson and hitting coach Chris Valaika. Leading the group is biomecahnics manager Franky Mulloy. “I laugh every day,” Francona said. “When Franky starts talking, I start laughing. I remind him to know his audience.” Francona isn’t a scientist. The Reds’ manager jokes about his own comprehension of the data. But it’s easy for him to recognize the value that the biomechanics team is providing. “That’s why we got them,” Francona said. Abbott said that he had his first big biomechanics-oriented meeting in the middle of April. Behind the scenes, there was already a lot of communication going on within the Reds’ staff. “Franky calculates all the things, builds it into these graphs, and DJ gets them,” Abbott said. “They have their internal communication. Then, we go to them and ask what about this or that. The main thing for me is arm angle.” The data shows Abbott how his arm angle evolves from start to start. He hasn’t meant to change it. But just like all of us, our posture might be different from one day to the next. Pitchers’ arm angles can make minor shifts without the pitcher or even coaches noticing. But the data can’t miss a change like that. Abbott recognized that his arm angle had been moving around without him noticing. Now, he checks in with the data to make sure that his mechanics are in sync. “They get into these cool looking graphs,” Abbott said. “I can’t really describe them. I don’t know what they are. But for me, it’s a photo of a stick figure of myself.” The stick figure of his current positioning is superimposed over previous versions of himself. With that format, Abbott can compare his mechanics on any given day to what they were when he was pitching at his very best. “It was very noticeable from the moment I saw this year as black compared to two years ago and last year, it was very, very different,” Abbott said. “I could see with my eyes without having to ask any questions about the difference in the photos.” For any pitcher, there are a lot of moving pieces in your delivery. For Abbott to be the best version of himself, he needs his head, his arm, his hand, his knee and his feet to be on the right “tempo.” “Tempo is a word I’ve used a lot,” Abbott said. “Getting everything in certain areas working together.” He has been much better at that recently. The data backs that up, and so does Abbott’s ERA. The biomechanics data has also given the Reds’ staff and Abbott some better ideas for some training that he can do between starts. He has added drills to shore up areas of his body that Abbott needed to make stronger. “They make a plan based off what they see,” Abbott said. “If things start changing, we know what to revert back to.” Overall, Abbott says that he’s not a very analytical guy. There’s so much information out there, and he says that it’s important for him to not get too analytical when he breaks down his specific pitches. He has learned the value of being “analytical about mechanics.” And the way that the Reds presented that information to him made it easier for him to make the right adjustments without being overloaded by information. “It was a very simple fix,” Abbott said. “It took a long time to finally get there, feel the results and see it. But for the most part, it was very simple to apply it.”
Dell releases new 14-inch laptop globally with 120 Hz display and Arc B390 graphics
Dell has released a new 14-inch laptop for consumers. Built around Intel's Panther Lake platform, the Dell 14S also comes with a 70 Wh battery, up to 32 GB of LPDDR5X RAM and a choice between 1200p OLED or 1600p IPS displays.
NSF announces $1.5B NSF X-Labs initiative to pursue generational breakthrough science efforts
Today, the U.S. National Science Foundation announced $1.5 billion over the next decade toward the NSF X-Labs initiative to tackle pressing scientific challenges through novel and innovative...
AMD’s FSR 4.1 upscaling tech is coming to older graphics cards
A performance boost for your GPU.
The 2026 Science Division Distinguished Alumni Award recipients
Gregory Reyes (Kresge ’76, biology), Larry de Ghetaldi (Merrill ’76, biology and chemistry), and Nicholas Suntzeff (Ph.D. ’80, astronomy) are recognized for careers of exceptional distinction in biomedical research, healthcare policy, and observational cosmology.
Indiana Jones and the Great Circle Nintendo Switch 2 tech analysis, including frame rate and resolution
Digital Foundry has provided its technical analysis of Indiana Jones and the Great Circle on Nintendo Switch 2, which goes over the game’s frame rate, resolution, and more in detail. Overall, MachineGames has produced what looks to be a solid port. The game even retains ray tracing and other graphical features present in other versions. Here’s the full roundup of...
BioShock creator says Nintendo Switch 2 proves gaming graphics are hitting "diminishing returns"
Ken Levine, creator of BioShock, recently used the Nintendo Switch 2 as an example while criticizing the gaming industry’s increasing obsession with graphical realism, arguing that the medium has reached a point of “diminishing returns” when it comes to visuals. Speaking with IGN, Levine discussed how modern games continue to chase photorealism, but believes players and developers alike are starting...
The MedTech Conference 2026: Where Medtech Does Business
The MedTech Conference, brings together the companies shaping the future of innovation. Hosted by AdvaMed®, The Medtech Association, #MTC26 gives companies a focused moment to connect, collaborate, and turn conversations into outcomes in Boston, October 18–21, 2026.
"It's expensive and it doesn't age": Why Ken Levine didn't aim for realistic graphics in BioShock, and won't for Judas either
Bioshock still looks good today because Irrational Games aimed for style over realism. It's a choice that Ken Levine made again with Judas.
ASU urban planning graduate blends expertise in geographic information science with passion for designing cities
When Dorian Lemarchand began pursuing his bachelor’s degrees online at Arizona State University during the pandemic, he was looking for a fresh start and a chance to rebuild his academic confidence.
UNC Health plans Wilmington hospital
UNC Health plans to create a community hospital on a 62-acre proposed site in New Hanover County, pending regulatory approvals, according to an announcement Monday morning. “Planned for the southeast corner of South 17th Street and Shipyard Boulevard, the site was selected for its accessibility and its geographic infill capacity in serving a rapidly growing region,” according to the release. “This project marks a significant step forward in UNC Health’s commitment to improving access to primary care and specialty care closer to home.” Officials said the proposed hospital would offer a range of specialties, including emergency care, cardiology, oncology, OBGYN and more. While the not-for-profit, state-owned health system’s officials are planning the hospital, the proposal still requires state approval through North Carolina’s certificate of need (CON) process before it can become a reality. UNC Health is targeting an opening date of 2030, the release stated, and “will continue to engage openly with local community leaders and residents and share updates as plans evolve and progress is made towards achieving CON approval.” The state’s CON law requires healthcare providers to obtain a CON from the N.C. Department of Health and Human Services before developing or offering what the department’s website dubs “a new institutional health service.” The term encompasses a wide range of facilities, including hospitals. The news of UNC Health’s Wilmington plans follows the recent addition of Ernie Bovio to UNC Health. Bovio, who had served as president of the Novant Health Coastal Region since 2024, became regional president of UNC Health’s Southeast Coastal Region in April. “This is an important first step in our commitment to ensuring that families in Wilmington and the surrounding areas have access to the high-quality, compassionate care they deserve – right here at home,” Bovio stated in the release. “As I’ve listened to my own neighbors and community members across the region, I’ve heard a clear message: Wilmington is ready for more choice in healthcare – and UNC Health is ready to deliver it.” According to the release, Wilmington Health – one of the largest independent, physician-owned practices in Southeastern North Carolina – also supports the project, and its providers are expected to participate on the medical staff of the new facility. “Wilmington Health has served this community for more than 50 years, and we know firsthand that our patients are interested in choice,” stated Jeff James, CEO of Wilmington Health, in the release. “We strongly support UNC Health’s plan to bring a new community hospital to our region – closing critical gaps in specialty care and ensuring families across our region have options to access the services they need, right here at home.”
A different kind of leader: Scaling impact in geospatial science
David Page, head of the Geographic Data Science Section at Oak Ridge National Laboratory, leads with a focus on judgment, collaboration and empowering teams. Drawing on experience in academia, entrepreneurship and national security science, he has helped advance faster, scalable geospatial analysis while building resilient, forward-looking research teams.
Microsoft warns of sophisticated phishing campaign heavily targeting health care organizations
Microsoft Threat Intelligence is warning of a large scale, multistage phishing campaign that disproportionately targeted the health care sector, sending “code of conduct” themed emails to lure users into credential theft and token compromise.
See How the G.O.P. Cut Up Tennessee’s Only Majority Black District
A recent Supreme Court ruling makes it much harder to argue that a map illegally dilutes Black voting power. Tennessee has since broken up a predominantly Black district.
Korvick Finding Identity in Life After Sports
Korvick Finding Identity in Life After Sports
You Asked: Lamont and Climate School Experts Tackle Reader Questions on Science and Sustainability
We invite readers to share their most pressing questions about climate, science and sustainability.
Star Fox Remakes Star Fox 64 On Switch 2 This June
Updated graphics, characters, and more bring Star Fox 64 to the modern age.
Fifty years of science still can't tell us the cost of deep-sea mining
A new review of over 50 years of research has found that the environmental consequences of deep-sea mining remain deeply uncertain.
‘We Want to Move on From Losing’: Pritzker on Antisemitism, Trump and 2028
The Illinois governor reflects on his national profile and what comes next.
A different kind of leader: Scaling impact in geospatial science
David Page, head of the Geographic Data Science Section at Oak Ridge National Laboratory, leads with a focus on judgment, collaboration and empowering teams.
Amazon launches 3PL business
E-commerce giant opens its sprawling logistics network to all shippers.
Prisma Health hosts 20th Dragon Boat Festival, raising thousands for cancer research
This was the 20th anniversary of the event.
City of Ventura Launches Small Business Week With Events Supporting Local Businesses
The City of Ventura’s Economic Development team is celebrating Small Business Week, May 4-8, with a series of events and opportunities designed to support and connect the local business community.
‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field
‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field ‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field A field that once seemed like a direct path to stable, lucrative work is becoming less certain under AI, students and faculty told Spectator. By Ria Vasishtha and Arjun Menon May 3, 2026 Shanying Liu / Deputy Illustrations Editor Asia Genawi, SEAS ’29, first encountered artificial intelligence during her sophomore year at her high school in Indiana. Back in 2023, policies on AI varied widely—even within the same district—and some schools had no guidance at all. As Genawi began to see the effects of AI trickle into her classroom, she turned to guidance from her home state’s Department of Education, which she said she found “outdated and inaccessible.” Genawi spent the rest of her high school career dedicated to the issue, including writing a 15-page memo exploring varying AI policies across Indiana schools, which she sent to every Indiana state senator and representative whose contact information she was able to find. She later helped draft a bill that would have required public high schools to establish and share their own AI policies with students in an accessible format. But with so many other bills already awaiting referral, hers never made it to committee. When Genawi arrived at Columbia to study computer science, she found that the gaps she had spent years trying to address in Indiana had followed her there. Many students and professors were also grappling with what AI meant for the field. Across Columbia’s undergraduate schools, computer science has become the most popular major—accounting for around 11 percent of degrees awarded in Columbia College, 32 percent in the School of Engineering and Applied Science, and 12 percent in the School of General Studies in 2024. While the number of computer science majors in SEAS grew from 166 to 173 during the 2024-25 academic year, the total number across the three schools fell around 4.5 percent from 393 to 375, driven by declines at Columbia College and General Studies. At Barnard, it has grown to become the second most popular major as of 2025, up from third the year prior. The number of degrees awarded have grown fivefold since 2016. Faculty members and students in the department told Spectator that the surge in the major’s popularity has been driven in large part by its apparent promise of a secure, well-paid career path. However, they noted that the recent rise of generative AI has compromised the sense of stability that once defined the field, even as interest in technical skills among students persists. According to data from the Federal Reserve Bank of New York in 2024, out of 74 majors tracked, computer science had the fifth highest unemployment rate among majors at 7 percent, while computer engineering had the second highest at 7.8 percent. “Anecdotally, people are moving away from CS as a major,” Daniel Bauer, a senior lecturer in the computer science department, said. “They’re still taking some of our classes, right, because they think they need that, but they’re instead majoring in other things.” Bauer described a field that had shifted from what he called a “nerdy outlier discipline” to one that “everyone needs,” a sign that technical skills have become a baseline expectation across industries with the emergence of AI. “A lot of people thought, ‘Oh, it’s a guaranteed path to a stable income. You get a six-figure job right out of your undergrad,’” Bauer said. Now, companies may see AI as a way to reduce demand for entry-level programmers, especially in what he calls “code monkey jobs,” roles where a large number of employees are “just writing out code nine-to-five.” Chris Murphy, a senior lecturer in the computer science department, described the current moment as the convergence of two forces: the downturn of the job market and generative AI coming onto the scene. “Things kind of started to really pick up in 2014, 16,” he said, recalling the years after the weaker 2010 market. Murphy added that this was also a period where “students were getting more experience outside of class than they were inside of class” through internships, jobs, and side projects. Murphy suggested that the earlier momentum helped make computer science feel like both an academic program and a reliable pathway into work. That feeling is harder to sustain now as the industry reconfigures, which is a shift that students are seeing firsthand. Rebecca Yu, SEAS ’27, said that during a recent internship in Big Tech, she saw that “every single tech company was racing to integrate” large language models. She added that her manager said her intern class was the first to complete their assigned projects, which she attributed to the increased efficiency that comes with AI. Frank Liu, SEAS ’29, said that with AI lowering the barrier to coding, companies now expect everyone to write code. “A lot of companies outright say if you’re not using coding in your job, you might get fired for not being productive enough,” Liu said. Yu similarly expressed that students increasingly have to accept AI being a part of industry workflow, adding that many also “make use of it to maximize their productivity.” Richard Li, CC ’28, described a “franticness” among his peers as the pace of change accelerates. He explained how “some new tool” is released regularly, noting that tools rise and fall in prominence within weeks. He has come to believe that he doesn’t need to “match that speed all the time” and keep up with every development. Li has learned that AI tools allow him to “take a breath” and “get back into the loop much easier than before” when he needs to. While some companies specifically target Columbia when hiring, sending representatives to campus career fairs and recruiting large numbers from Columbia, a computer science degree cannot be treated as a static credential, Yu described. “You can’t just get your degree and stop learning after that. You have to always be learning,” Yu said. “That is something you basically have to expect for your job.” AI has not only affected students’ decisions to major in computer science, but also reshaped how the subject is taught. Across departments, faculty members no longer treat work done outside the classroom as a reliable measure of understanding, shifting instead toward in-person exams, quizzes, and attendance checks. While homework once made up as much as 60 to 70 percent of a student’s grade in computer science classes, Murphy said that breakdown has since flipped, with exams and quizzes now accounting for the majority. “The assumption—especially among pessimists—is that they’re using it to do their homework,” Murphy said. “They take the homework assignment. They put it into generative AI. Out comes the solution. Submit solution. The end.” Murphy said that faculty members ranged in their responses from fully prohibiting AI use to actively teaching students how to effectively work with AI. He said he shifted his approach this year after his teaching assistants called his belief that students weren’t using the technology “naïve,” and now permits students to use AI on assignments. His surveys of students in his introductory classes have told a more complicated story than the one so-called pessimists offer: Around 60 to 70 percent of students who reported using AI said they used it to have concepts explained to them, to clarify assignment instructions, to generate test cases, or to create practice questions. “Those are all ways that you might have had a tutor in the past to do that, and now you have this AI essentially as your tutor,” he said. Bauer has taken a different approach, teaching students how to use AI productively without sacrificing the core principles of the discipline. “People who are trained to actually use AI tools productively, while being in charge of designing the overall project, will be very much in demand in the next couple of years,” he said. Over the past year, a working group of computer science faculty has been redesigning the introductory and intermediate programming sequence to integrate generative AI as both a subject and a tool, representatives from SEAS wrote in a statement to Spectator. The effort is “coordinated” across the department, “not course-by-course,” with a systematic assessment of how AI integration is affecting student outcomes underway to shape the next round of changes. The goal, the department explained, is for students to be able to “read, verify, and reason about code, whether they or a model wrote it.” Tony Dear, senior lecturer in the computer science department, is piloting individualized AI feedback in a discrete mathematics course, while a machine learning course is also testing a Socratic AI dialogue system designed to “guide inquiry rather than supply answers,” the statement reads. Beyond individual courses, SEAS funded seven cross-departmental faculty projects in generative AI this past academic year, spanning biomedical engineering, chemical engineering, industrial engineering, and computer science, according to the statement. This phenomenon extends beyond the computer science department. SEAS’ new AI minor, which it announced in November 2025, reflects the University’s attempt to adapt. The minor is specifically designed for noncomputer science majors and aims to provide “essential AI knowledge” while emphasizing practical and responsible use across disciplines, according to the SEAS website. At the center of the minor is AI in Context, a course taught by a team of faculty from the departments of computer science, applied mathematics, philosophy, music, literature, and the Writing Center, the representatives told Spectator. Bauer described it as targeted at students who want to bring AI into fields like economics or biology, rather than as a path into software engineering itself. At the graduate level, SEAS announced a new Master of Science in artificial intelligence in February, with the inaugural cohort starting in the fall. While recognizing how AI has helped them navigate coursework, students also described its rise as isolating, even among members of the Application Development Initiative, one of Columbia’s largest computer science clubs. “As people start to ask AI for questions that they would normally ask students and members, it starts to isolate people” Li said. Alexa Kafka, BC ’27, echoed Li’s sentiment, pointing out that computer science has always been a collaborative discipline with code reviews and pull requests, even as AI makes independent work easier. Despite this, Kafka noted that she hasn’t been to office hours “in at least a year.” Bauer added that faculty are exploring long-term solutions to the assessment problem. “One of the things that we’re trying to do at the department or school level is to maybe move towards computerized testing facilities,” Bauer said, referring to ideas in the department to revitalize computer labs as an alternative to pen-and-paper exams. “We have to accept that this is the reality, for better or worse.” But more exams, students say, does not mean better learning, nor does it reflect how computer science is actually done. “Code is so variable and can be approached in so many directions, there’s never just going to be one correct answer. There can be multiple optimal solutions,” Kafka said. Students also expressed concern that the shift toward exam-heavy grading pulls focus away from the applied, project-based work that better reflects both discipline and industry expectations. ADI has tried to respond more quickly than the curriculum can. Through a vibe coding workshop this past semester, club members said they wanted to help students understand not just that AI exists, but how to use it deliberately. “Vibe coding” refers to the practice of prompting AI to write code for a task or project, and has become widespread enough that ADI felt the gap in formal instruction was worth addressing, according to Sophia Huang, BC ’29. The workshop introduced students to the concept of context engineering, which Shaina Sahu, SEAS ’27, described as not just writing a prompt, but optimizing “the rest of the relevant information that you would feed into the model.” Without that, students said that AI-generated code can fail at scale or introduce difficult-to-detect bugs. Genawi said the shift toward AI has changed what it means to be good at computer science. “I think the shift has kind of gone towards what can you create and what can you do, instead of, what do you know,” she said. Indeed, during ADI DevFest, its annual hackathon, Li said more teams are trying to complete their projects than in years past. While sign-ups have historically outpaced submissions, Li said this is beginning to change because teams “have a tool that completes the vision for them.” While many students see AI as an equalizer that lowers the barrier to entry for coding and technical work, Murphy said it also creates new equity concerns inside the classroom around who can afford stronger tools and who already knows how to use them. “The equity issues I worry about are students who have access to paid versions of things versus free versions of things,” he said. Although popular AI models like ChatGPT and Claude have free versions available, both have paid models that can reach over $100 per month, which output different qualities of code. Murphy also pointed to differences in prior exposure to AI literacy itself. “Students who go to high schools or K-12 education, where they’re taught AI literacy, prompt engineering, context engineering, they understand how to do this, as opposed to students who go to schools who don’t teach that,” he said. “Then they come in, and then they’re somehow expected to know how to use these tools.” For Genawi, those disparities begin long before students arrive on campus. “It’s very interesting to consider how lucky you were geographically,” she said. “To be born where you were is influencing your ability to get access to these spaces.” Students like Yu, though broadly apprehensive about the future of computer science, are not without hope. “I’m optimistic, because I think if you’re truly passionate about CS, there will definitely be a place in the field to do something you want to do,” she said. Senior Staff Writer Ria Vasishtha can be contacted at ria.vasishtha@columbiaspectator.com. Follow Spectator on X @ColumbiaSpec. Staff Writer Arjun Menon can be contacted at arjun.menon@columbiaspectator.com. Follow Spectator on X @ColumbiaSpec. Want to keep up with breaking news? Subscribe to our email newsletter and like Spectator on Facebook. Produced with Spectate by Emily Ta
Scientists Develop New Antibody For Virus That Infects 95% of People
A crucial milestone.
Scientists Develop New Antibody For Virus That Infects 95% of People
A crucial milestone.
Punk Politics/Camp Costume is a fashion exhibition curated by (some of my) brilliant Parsons students!
I have the most amazing students. I teach Fashion Journalism at Parsons, as part of its MA Fashion Studies degree, though I have students of all different disciplines throughout the New School in my class — from fine-art photographers to investigative journalists to textile designers. And I learn about all sorts of fascinating things from them, like that designers are adding faux sweat stains to their garments now (part of a trend piece about “anatomy core”) and that real “French girl style” is actually about being “cunti cunta” (aka loud, rude, too much, liberated). So when I found out that some of my students were curating a fashion exhibition opening tonight(!!!), I just knew that it would be brilliant too. Wearable Art is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe It’s called Punk Politics/Camp Costuming1, and it’s up through May 10 at La Sudestada, the wonderful gallery and concept store in Greenpoint, Brooklyn. I asked the exhibit’s lead curator, Ella Birney (a talented costume and knitwear designer from Belfast who also happens to be in my class), all about it. This conversation has been edited for length and clarity. Tell me about the idea of this exhibition and how it came about. Ella Birney: For our Fashion Curation class, we had to pitch [exhibition] proposals to our professor, Jessica [Glasscock], and I really wanted to continue on the themes that I was exploring in my BA when I was studying in London a couple of years ago. My BA was very punk-inspired and very political. Everything I do, as you know from my writing, always has a slight Irish, political twist to it2. So in my BA project, it was looking at knitwear as a conveyor for exploring political identity in somewhere like Ireland, where identity is such a point of contention. And looking at the images that I generated from that project, there was something so camp about the whole thing. Like, it’s so playful and in bad taste to do a political message — like a knitted Union Jack — out of mohair. There’s something very camp about that. So that’s where it kind of became punk politics/camp costuming — looking at how from the 1970s to now there’s been protest through costume and clothing. What was your BA in? It was fashion textiles, knitwear. Very craft heavy, which — craft is never taken seriously either. That’s also a kind of spin [on the punk/camp thing]. The Union Jack knit that you made is included in the show — what is camp about knitting a Union Jack out of mohair? The whole ethos of camp is kind of bad taste, doing things that are tongue in cheek and a bit wink, wink, nudge, nudge. Like, this is a bit silly. Everything I do is like, this is a bit silly. Like, being from the North of Ireland, everything you do is political. So it’s like, everything is going to be looked at in a certain lens anyway, so we may as well lean into it. So the Union Jack was because I come from a mixed marriage — Protestant-Catholic. And in the North of Ireland, that’s still a big deal. And even though I’m a Catholic and brought up in a very like Catholic Nationalist family, there [were] Union Jacks [the symbol of the United Kingdom] on my street. So I was like, then I’m gonna make your Union Jack out of knitwear. And then that kind of all linked back to the punk movement that Vivian Westwood forefronted in the late 70s, [with her stores] Let It Rock and Seditionaries. How did you source your items? Once we decided on this exhibition idea, everyone in the class was put to [think about] what do you think can fit into punk politics/camp costuming and finding designers that fit that brief. Me and my co-curators, Dulcinea Flores and Allison Gramando, made a brief to send out — with a mood board and color stories, stuff like that — and then everyone kind of got to work emailing people. We reached out to other Parsons grads. Even through Instagram stories we’ve been able to reach so many people who were like, Yeah, of course, I’ll write something for this, or Please — let me submit stuff. It actually was quite easy sourcing things. … The Parsons thing gets you quite far. What were some great pieces you got? There’s a Brooklyn-based, nonbinary artist called Buzz Slutsky. I can’t even remember how I found them, but I came across this crazy, shoe thing — they had made all these different shoes out of papier-mâché, and the story behind them is so fantastic, so interesting. They were just so obliging, like, Of course, you can have these for a few weeks. I was really happy about that. And then we have art from a collective here called Art Comes First. And they lent loads of really amazing pieces that just tied everything together. You have your Union Jack knit in the show too. Any other pieces that you made? There’s three of my BA mohair knits. There’s the Union Jack. There’s a mohair with the word “No” — which is based on an old political campaign in Ireland that was “Ulster says no to sodomy.” And then there’s another one that is red, white and blue, like the Union Jack, but has the word “Catholic” on it and lots of holy medals. I’m so happy I got to include those. How many pieces are in the show? Between 49 and 52, something like that. A load of clothing and accessories, shoes. There’s a Brooklyn-based Irish photographer who’s given us photos. There’s also a shopping cart that is an art piece by Art Comes First that has gold knuckle dusters as the handles. There’s also lots of T-shirts, original pins from the 70s and 80s that were from people’s dads. I also brought my record player, and all of [co-curator] Allison’s dad’s original albums so everyone could play records. Oh my gosh! Yeah, it’s cool. Anything else you would like to add? If we get to do an exhibition, why would we not make it political in this day and age? I hope that people come. There’s a lot of history, because it starts back in the 70s. It’s not like chronological or anything, but there are historical objects. I hope people come out of it thinking, out of all the really horrendous decades of the 70s and 80s and 90s, all these amazing subcultures happened. There are horrible political times, but there’s art that comes out of it that lasts. Punk Politics/Camp Costume is on view May 1-10 at La Sudestada, 67 West St. Suite 513, Greenpoint, Brooklyn. RSVP for the opening Friday May 1 6pm-8pm here. There’s also a button-making and patch-making workshop and artist talk May 9. Follow the show’s Instagram page @punkxcamp.parsons. Special shout out to all the students who put on this show: Ella Birney (lead curator), Dulcinea Flores (curator), Allison Gramando (curator), Pierre Sanon (lead exhibition designer), Eliana Daneshvari (exhibition designer), Reilly Lowell (editor), Jess Gayo (researcher/writer), Joyce Gayo (researcher/writer), Maria Magdalena Ugarte Montero (researcher/writer), Cassidy Colarik (exhibition press officer), Shelby Shovein (educator), Sarah Mahnke-Baum (educator), Trinidy Coleman (graphic designer), and Leonie Soravia (project manager). Jessica Glasscock was the faculty advisor. 1 The website is definitely worth checking out. 2 This is true!
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Australia becomes the 30th country to eliminate trachoma as a public health problem
The World Health Organization (WHO) has validated Australia for eliminating trachoma as a public health problem, marking a significant milestone in the health of indigenous peoples and in global efforts to combat neglected tropical diseases (NTDs). Trachoma, the world’s leading infectious cause of blindness, no longer represents a public health problem in the country.Australia is among a growing number of countries that have successfully eliminated trachoma, contributing to global progress towards the targets set out in the WHO road map for NTDs 2021–2030.Trachoma is caused by the bacterium Chlamydia trachomatis and spreads through close contact with infected individuals, contaminated surfaces, and flies that carry eye and nose discharge. Repeated infections can lead to scarring of the eyelids, turning eyelashes inward, and ultimately causing blindness if untreated.“WHO congratulates Australia on this important achievement,” said Dr Tedros Adhanom Ghebreyesus, WHO Director-General. “This success reflects sustained commitment, strong partnerships, and a focus on reaching populations most affected by health inequities. It brings us closer to a world free from the suffering caused by trachoma.”Australia’s journey to eliminationAustralia’s achievement reflects decades of targeted public health action, particularly in remote Aboriginal and Torres Strait Islander communities, where trachoma persisted despite its earlier disappearance from the rest of the country.National efforts intensified with the establishment of the National Trachoma Management Programme in 2006, which implemented the WHO-recommended SAFE strategy: surgery for trichiasis, antibiotics to treat infection, promotion of facial cleanliness, and environmental improvement. Regular screening of all communities classified as at-risk of trachoma by teams of qualified health workers formed an important part of the Programme. Interventions were delivered through coordinated partnerships between federal and state governments, Aboriginal community-controlled health services, and local communities.Over time, sustained screening, treatment, and prevention activities, including improvements in housing, water, sanitation and hygiene, led to a steady decline in trachoma prevalence. Australia’s approach included adaptations to reflect its context, such as targeted treatment based on community-level data rather than mass drug administration, and strong integration with environmental health programmes.“Elimination of trachoma is a win for the eye health of communities across Australia, particularly those whose lives have been impacted by a disease that is entirely preventable,” said Mark Butler, Minister for Health and Ageing, Australia. “This major milestone is thanks to Aboriginal and Torres Strait Islander leadership, community commitment and sustained investment over many decades.“The lessons from this work will inform how we approach other preventable health conditions in remote and regional Australia. Aboriginal Community Controlled Health Organisations and local health workers have been central to this success, delivering culturally safe care and community-led solutions.”“This recognition from the World Health Organization reflects decades of work led by Aboriginal Community Controlled Health Organisations, alongside local health workers in remote First Nations communities,” said Malarndirri McCarthy, Minister for Indigenous Australians. “Their work has been critical to eliminating trachoma as a public health problem in Australia.”Advancing global efforts against neglected tropical diseases (NTDs)Trachoma is one of 21 diseases and disease groups that are regarded by WHO as NTDs. Together, NTDs affect more than 1 billion people worldwide, primarily in underserved populations with limited access to essential services such as clean water, sanitation, and health care.Australia’s elimination of trachoma as a public health problem highlights the importance of sustained political commitment and cross-sectoral collaboration in addressing the underlying determinants of health. It also underscores the feasibility of eliminating trachoma even in geographically challenging settings.In addition to trachoma, Australia has several endemic NTDs, including Buruli ulcer, leprosy and scabies. Validation of elimination of trachoma as a public health problem marks the first time that WHO has confirmed the elimination of an NTD in Australia, which becomes the 63rd country globally and 16th in the Western Pacific Region to have eliminated at least one NTD.“Tackling neglected tropical diseases in the Western Pacific Region has long been a challenge for countries across the socioeconomic spectrum, given the complexities in reaching the most vulnerable communities, including in remote areas,” said Dr Saia Ma’u Piukala, WHO Regional Director for the Western Pacific. “As a doctor from Tonga, I’ve experienced these challenges for myself. But I also know that with strategic commitment underpinned by optimal resources and partnerships in health, success is possible as other countries in our region have also demonstrated. I commend Australia on eliminating trachoma as a public health problem and urge all involved to remain vigilant to ensure this status is maintained.”WHO continues to support countries working to eliminate trachoma and other NTDs, ensuring that progress reaches those most in need and that gains are sustained through strong surveillance, appropriately integrated into national health systems, and mainstreamed within the wider health sector and beyond.Editor’s notesNeglected tropical diseases and trachoma elimination effortsNeglected tropical diseases are associated with devastating health, social and economic consequences. Their burden is mainly felt among impoverished communities in tropical areas.Public health targets for the control, elimination and eradication of these conditions were set in the road map for neglected tropical diseases 2021–2030 (https://www.who.int/publications/i/item/9789240010352).In 1996, WHO launched the WHO Alliance for the Global Elimination of Trachoma by 2020 (GET2020), creating a network of governments, non-governmental organizations and academic institutions dedicated to the fight against trachoma. WHO continues to support endemic countries to accelerate progress towards the global target of eliminating trachoma as a public health problem worldwide; 2030 is the new target date.Elimination of trachoma as a public health problem is defined as: (i) a prevalence of trachomatous trichiasis (TT) “unknown to the health system” of < 0.2% in ≥15-year-olds; and (ii) a prevalence of trachomatous inflammation—follicular (TF) in children aged 1–9 years of < 5%, in each formerly endemic district, plus (iii) the existence of a system to identify and manage incident cases of TT.Other countries validated by WHO as having eliminated trachoma as a public health problem are: Algeria, Benin, Burundi, Cambodia, China, Egypt, Fiji, Gambia, Ghana, India, Iraq, Islamic Republic of Iran, Lao People’s Democratic Republic, Libya, Malawi, Mali, Mauritania, Mexico, Morocco, Myanmar, Nepal, Oman, Pakistan, Papua New Guinea, Saudi Arabia, Senegal, Togo, Vanuatu and Viet Nam.
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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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