SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " Quick " 1,202 found 🔀 AI-powered Shuffle
Fantasy Basketball Exit Interview: Celtics' playoffs dreams quickly vanished, are changes on the way?
College basketball announcer pops up on Kentucky Derby coverage
John Fanta has quickly become a household name in college basketball, but displayed his versatility on the racetrack.
Still plenty on the table as L-L League boys volleyball races quickly approach finish line
After six weeks of serving and volleying, acrobatic kills and sprawling digs, the Lancaster-Lebanon League boys volleyball races will hit the finish line on Thursday.
FBI seizure of Fulton County election ballots happened quickly after criminal probe opened, new timeline shows
A newly released timeline from the Justice Department reveals the FBI seized 2020 election materials from Georgia just a few weeks after opening a criminal probe, which experts told CNN is an unusually fast pace for a case of its kind.
‘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into her classroom, she turned to guidance from her home state’s Department of Education, which she said she found “outdated and inaccessible.”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
These Are The 10 Quickest Factory-Stock Porsches Ever Tested
The 918 Spyder and 991.1 Turbo S are iconic cars, but they have some serious company now. Here are the 10 quickest Porsches to ever hit the road.
Diet soda's mixed science and how to kick the habit
The research on diet sodas has about as much clarity as a glass of Diet Coke. Here's a quick guide by PolitiFact to navigating the low-calorie beverage menu — and weaning yourself off sweet, fizzy sodas, if you’re ready.
Diet soda's mixed science and how to kick the habit
The research on diet sodas has about as much clarity as a glass of Diet Coke. Here's a quick guide by PolitiFact to navigating the low-calorie beverage menu — and weaning yourself off sweet, fizzy sodas, if you’re ready.
Why do crabs walk sideways? Scientists trace it back 200 million years
Crabs’ famous sideways walk may trace back to a single evolutionary moment 200 million years ago. Researchers found that most modern crabs inherited this trait from one ancestor—and never looked back. The movement likely gave them an edge, helping them dodge predators with quick, unpredictable bursts. It’s a rare example of a behavior evolving once and then dominating an entire group.
Mr. Karate revealed for Fatal Fury: City of the Wolves though he looks a bit different now
Although it just began months ago, Fatal Fury: City of the Wolves is quickly approaching the end of its second season already, but there's still a few characters left joining the roster soon.During Evo Japan 2026, SNK revealed ...
Whisky tariffs deal sparks political squabble over who claims credit
Party leaders quickly changed their campaign plans after Donald Trump's announcement on the tariffs deal.
Lawmakers accuse Justice Department of rushing SPLC indictment, citing whistleblower reports
Lawmakers have received whistle blower reports accusing a top Justice Department official of pressuring prosecutors to work quickly to indict the Southern Poverty Law Center despite misgivings about the case, House Democrats said in a new letter to the official, Associate Deputy Attorney General Aakash Singh.
George shows 'promise'
The Blue Room podcast contributor Warren Doyle believes whether Tyrique George could remain with Everton depends on the money his parent club want. The 20-year-old winger is on loan with the Toffees from Chelsea until the end of the season. There is something about a quick and direct player.
New Lithium-Plasma Engine Passes Key Mars Propulsion Test
You’re on the fourth human mission to Mars, and you’re told the Odyssey spacecraft designed to take you there will be the smoothest ride you’ll ever take. It features a newly christened electric propulsion engine which was in the late stages of testing during the first three missions. The mission starts and the spacecraft travels at a crawl, and you wonder if it’s broken. A week goes by and you’re now traveling at more than 400,000 kilometers (250,000 miles) per hour, and your mind is blown as to how fast you’re going, how quickly that happened, and that this mission might be more awesome than you thought.
Meet the Titans' 11 undrafted rookie free agents
The Tennessee Titans were busy on Thursday signing 11 undrafted rookie free agents. Here is a quick breakdown of those new faces.
“Xbox Mode is here”: Microsoft rolls out console-style experience on Windows 11, barely meeting its own deadline
Xbox Mode launches with support for aggregated game libraries, quick switching to desktop, and reduced background tasks to improve overall gaming performance.
States modernize PA practice laws to expand healthcare workforces
Kentucky, South Dakota and Iowa recently passed physician assistant practice and title modernization laws to quickly address rural healthcare shortages. But some doctors are raising patient safety concerns.
Wizards of the Coast Is Making a Brand New Trading Card Game
Almost 30 years in the making, 'Mood Swings' wants to deliver a smaller, quicker, and more accessible card game experience that not even 'Magic: The Gathering' can provide.
Sony clarifies recent PlayStation DRM update
PlayStation fans and gaming preservations have been alarmed since late last week that a new 30-day timer attached attached to newly-purchased digital games for PlayStation 4 and 5 might render those games unplayable if the system they’re on is offline for longer than a month. But a rep from Sony told Game File today that new system will require only a single online check before it functions as a perpetual license for the digitally purchased game. That is consistent with a newer theory that emerged by gamers testing the 30-day timer over the last two days. “Players can continue to access and play their purchased games as usual,” a rep for PlayStation told me over email. “A one-time online check is required after purchase to confirm the game’s license, after which no further check-ins are needed.” The rep’s explanation squares with the current understanding among players about what’s happening. A multi-day mystery A post last Friday by YouTuber Lance MacDonald spread awareness over the 30-day timer. Quickly, players began stress-testing the system, removing a battery within their PlayStations and checking what would happen if their systems were offline past the timer window. They noticed that setting a PS4 or PS5 to be the “primary” console—a common Sony-authorized method to retain rights to a digital game—wasn’t overriding the 30-day limit. On Tuesday came the breakthrough: A gamer called Andshrew on the Resetera forums posted the results of some tasting. They found that digital games purchased on PS4/PS5 after some time in mid-April would get a 30-day timer that could then be removed and replaced with a perpetual license that would allow the game to be played offline. The transition to the perpetual license occurred some number of days after the digital game was purchased and the system was connected to the internet. They believed that a PlayStation’s online check-in would trigger the license change no sooner than 15 days after the user had purchased the game. This synced with the theory that Sony’s new system is related to the 14-day window that PlayStation users have to request a refund for digitally purchased games. The new timer/check-in system could be a way to defeat some exploit in that refund system, some users theorized. Game File is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe In a follow-up, I asked the Sony rep if the 15-day timeline is accurate or if the perpetual license can be activated sooner after purchase. If they share more, I’ll update this post. Sony has not said why they’ve introduced the timer and whether it is designed to stop people from exploiting the refund system. But their explanation suggests that this new DRM method should not result in long-term loss of access to digitally purchased games, just because a PlayStation is offline for a month or Sony’s servers are down. Xbox flashback For many some gamers, the initial reporting of the 30-day timer conjured memories of Microsoft’s disastrous May 2013 announcement of the Xbox One, which was going to require an internet-connected check-in once a day, lest your games become unplayable.1 After widespread backlash, Microsoft abandoned that plan, ahead of the Xbox One’s launch. 1 Fun fact: That 24-hour check-in detail was my scoop from an interview I had that day with then-Xbox exec Phil Harrison. I was EiC of Kotaku at the time and rushing from one Xbox One preview appointment on Microsoft’s campus to another. I phoned the news in to reporter Jason Schreier, who wrote it up for the site.
Tributes Pour In After Justin Simmons Announces Retirement At 32
Justin Simmons, one of the best defensive backs the NFL has seen over the past decade, is hanging up his cleats at the age of 32. Simmons started his NFL career with the Denver Broncos in 2016. The former Boston College star quickly blossomed into an All-Pro safety at the next level. After spending ...
“Stranger Things: Tales From '85” scores quick season 2 renewal, will return sooner than expected
The animated "Stranger Things" spinoff was just released last week.
Exclusive: Trump moves to accelerate deportations of migrant children in US custody
The Trump administration is taking steps to accelerate the deportations of migrant children in US custody amid White House pressure to quickly move kids through the system, according to administration officials and lawyers for the children.
Trump’s strange focus on his ballroom after the White House Correspondents’ Dinner shooting
President Donald Trump and his allies quickly argued that the shooting at the Washington Hilton demonstrates the need to build Trump’s ballroom, but that’s not a particularly suitable — or popular — alternative.
UT Health San Antonio researchers awarded grant to study how circadian rhythm disruptions may contribute to Alzheimer’s - UT Health San Antonio
Environmental stressors like jet lag, high-fat foods suspected as disease risk Contact: Steven Lee, (210) 450-3823, lees22@uthscsa.edu Content provided by Claire Kowalick SAN ANTONIO, April 27, 2026 – Can jet lag cause more than just sleep loss? Do quick-grab, high-fat foods associated with late-night or rotating work shifts bring more than indigestion? Those circadian […]
Dolphins get more physical – The Splash Zone 4/27/26
Welcome to the Splash Zone, the quickest way to get your day started off right. We bring you a rundown of Miami Dolphins news from the last 24 hours.
Puff, pass and publish: the science behind cannabis
As cannabis becomes more accepted across the United States, public conversations are changing quickly. But according to Rebecca Cooney, a professor of Strategic Communication at WSU, many people still misunderstand what cannabis research is actually about. Cooney works in the Edward R. Murrow College of Communication and is also a co-investigator with the Resource Center...
Oxford chairman says club will 'regroup quickly'
Oxford United chairman Grant Ferguson says the club are determined to learn from their relegation next season.
Troopers cordon off Armstrong County business while investigating shooting
The incident took place by Nicki’s Quick Six, but a 911 official was unable to tell Channel 11 how many people were hurt or killed.
Dolphins 2026 draft class – The Splash Zone 4/26/26
Welcome to the Splash Zone, the quickest way to get your day started off right. We bring you a rundown of Miami Dolphins news from the last 24 hours.
Trump Unharmed After Shots Fired at White House Correspondents’ Dinner
'Quite an evening in D.C. Secret Service and Law Enforcement did a fantastic job. They acted quickly and bravely.'
Deluge of Scandals Raises Stakes for Secretive House Panel
The chamber’s Ethics Committee has faced calls to move more quickly after Rep. Cory Mills vowed he wouldn’t quit.
What a 15 Minute Walk Outside Actually Does to Your Brain
Feeling overwhelmed? A quick walk in nature has benefits for your overall health — all in just 15 minutes. An expert explains how.
Tariff refunds put businesses on the spot
The Trump administration moved quickly to build a tariff refund system. The president warns companies not to use it.
Cavs won’t face Immanuel Quickley in the playoffs
Toronto’s starting point guard will not face Cleveland in the first round of the playoffs.
Health care pops up in San Antonio laundromats
Teams offer quick screenings for blood pressure, diabetes (A1C) and mental health.
FDA grants quick review for 3 psychedelic drug trials
FDA commissioner Marty Makary told NBC News that the first psychedelic drug could be approved in the U.S. as soon as this summer.
California election officials face false choice: count votes quickly or count them right
California is famous for its slow ballot counting. That’s because of the state’s security fixtures and efforts to ensure every vote is counted. Experts don’t agree on a fix.
Scientists warn about golden oyster mushrooms sold in Florida markets
The golden oyster mushroom may be a culinary hit, but it’s becoming an ecological problem. Scientists warn it’s spreading quickly through U.S. forests, where it outcompetes native fungi and reduces biodiversity. In just a decade, it has appeared in more than 25 states, largely due to human cultivation and transport. Its silent expansion is now raising concerns about long-term impacts on forest ecosystems.
Volkswagen's Cisek on China Business
Volkswagen is accelerating its China strategy by deepening partnerships with local technology and electric vehicle makers, including Xpeng, as it faces intensifying competition and a prolonged price war. The company is pushing greater localisation across manufacturing, R&D and product development to shorten vehicle cycles and cut costs. The strategy comes as China's auto market shifts toward replacement buyers and faster innovation, putting pressure on foreign carmakers to adapt quickly. Robert Cisek, Passenger Cars Brand China CEO at Volkswagen, spoke with Stephen Engle on Insight with Haslinda Amin from the Beijing Auto Show.
Sports complex reopens after chemical emergency
Shortly after a chemical emergency, staff at the Shawnee Sports Complex got an alert and quickly sheltered in place at the welcome center.
Small Business Grant recipients announced
ELKINS – Woodlands Development & Lending is proud to announce recipients of its Spring Forward Small Business Grant Opportunity. Officials received more than 80 proposals for this quick-turnaround, $500 grant and were able to make 22 awards to small businesses located throughout the Mon Forest Region of West Virginia. Local food establishments, recreation outfitters, small […]
Here’s a preview of Pixel 11 Pro Fold’s wallpapers, hinting at colors [Gallery]
Google’s Pixel 11 series is in the pipeline and, in the latest Android 17 beta release, we spotted a quick...
Quick look at the best read Tri-Cities business stories this week
From a major tax break proposal in Pasco to a new rail deal at Big Pasco Industrial Park, it was a busy week for business and community news in the Tri-Cities.
Canada’s biotech paradox: strong science, weak scaling
Canada produces a steady stream of biotech startups built on credible academic research. Universities and hospital research centers in Toronto, Montreal, and Vancouver generate discoveries that move quickly into company formation. Early-stage activity is not the constraint. The difficulty tends to surface later, when those companies try to grow.
I built the same website on Lovable and Wix AI. One was way harder.
Lovable, as a pure vibe-coding site, quickly delivered a clean, simple product. Wix Harmony, on the other hand, took more effort and brainpower.
White Sox stay hot vs. Merrill Kelly, Diamondbacks
The start of Tuesday's Diamondbacks game took the wind out of Chase Field pretty quickly for the second straight game with the White Sox in town.
Spurs star Victor Wembanyama leaves Game 2 vs. Portland early, enters concussion protocol after smacking face on court
The Spurs quickly ruled Victor Wembanyama out for the rest of the game after placing him in concussion protocol.
Warsh vows to keep monetary policy independent of politics
STORY: :: Fed chief nominee Warsh vows to keep monetary policy independent of politics:: Washington, D.C. / April 21, 2026:: Kevin Warsh, Federal Reserve chief nominee“Monetary policy independence is essential. Monetary policymakers must act in the nation's interest. Their decision is the product of rigor, deliberation and unclouded decision-making. And as Senator Warren said, I do not believe that independence of monetary policy is threatened when elected officials state their views on rates. Fed independence is up to the Fed." // :: Sen. Elizabeth Warren, Ranking Democrat on Senate Banking Committee“So, independence takes courage. Let's check out your independence and your courage. We'll start easy. Mr. Warsh, did Donald Trump lose the 2020 election?”WARSH: “Um, we try to keep politics, if I’m confirmed, out of the Federal Reserve.”WARREN: “I’m just asking you a factual question. I need to know. I need to measure your independence and your courage.”WARSH: “Senator, I believe that this body certified that election many years ago.”WARREN: “That’s not the question I’m asking. I’m asking did Donald Trump lose in 2020?”WARSH: “And I’m suggesting to you in 2020…”WARREN: “I’m suggesting you can’t answer that.”WARSH: “… the Fed had a huge inflation problem, and you certified the election…[crosstalk]… let’s keep the politics out of monetary policy.” //WARREN: "Just one little place where you disagree with Donald Trump.”WARSH: “Well, I do have a disagreement actually, Senator, with the president. I think even this morning, he said that he thought I was out of central casting. I think central casting, I'd look older, grayer, maybe show up here with a cigar of sorts.”WARREN: “Quite adorable. But, you know, we need a Fed chair who is independent. That's the only way we preserve the independence of the Federal Reserve. If you can't answer these questions, you don't have the courage and you don't have the independence.”In a confirmation hearing before the Senate Banking Committee that quickly hinted at major changes to come at a Warsh-led Fed, the 56-year-old lawyer and financier blamed the central bank for an inflation surge in the wake of the COVID-19 pandemic that continues to hurt U.S. households.Warsh's hearing quickly turned contentious. Democratic Senator Elizabeth Warren pressed Warsh on his independence and "courage", saying President Donald Trump had made clear Warsh would be his "sock puppet".
QCI strategic partnership with SkyCity Entertainment integrates brick-and-mortar with other aspects of resort
SkyCity Entertainment Group in New Zealand, a casino and hospitality company, has expanded a strategic partnership with Quick Custom Intelligence. The goal was to build a more connected, enterprise...
🗞️ Front pages: glory and future collide on Tuesday
A quick trip to the newsstand to check out today’s front pages.From excitement and Real Madrid’s future to Barça’s transfer plans, via a historic party in Donostia. A varied cast of main charac...
Don’t expand Colorado Lottery into online gaming
By Peggy Brown As someone who works every day with Coloradans struggling to recover from gambling addiction, I have seen firsthand how quickly a moment of chance can spiral into a life-altering crisis. That is why I am deeply concerned about efforts to expand lottery operations into online platforms that include casino-style games like roulette […]
Google Photos adds new touch-up tools for 'quick' fixes
You can use the new tools to remove blemishes, refine skin texture, brighten eyes, or whiten teeth in photos.
Google Photos rolls out touch-up tools for making ‘quick, subtle fixes’ to your selfies
Google Photos is rolling out new touch-up tools to most users globally, though it's careful to stress these are for "subtle" changes.
STEM SHOWCASE AT YSU: Science concepts spawn real-world creations
YOUNGSTOWN — During her childhood, Meghan Crump enjoyed certain fast movements, though years later, her interest shifted to things that move quickly but are far smaller than her. “I was a very creative person in high school. I was a student who loved school,” Crump, a Youngstown State University senior and 2022 Austintown Fitch High […]
Game #21 GameThread: Jays @ Diamondbacks
Game three of three with the Diamondbacks. I’m putting the GameThreads together before leaving on holiday, which seemed like a better idea before I started doing it. Normally, a GameThread is pretty quick and easy, but when you are doing 20-some in a row, it loses some of the fun. Thankfully, I’m near the end. […]
The fight against ‘medical misogyny’ is far from over
Letter: Ethnicity, culture and access continue to shape who is believed, how quickly, and with what outcome, says Vanessa Haye
Gas prices won’t fall quickly. Here are ways to pay less at the pump right now
Although tensions are easing in the Middle East — at least for now — US gas prices will remain far above pre-war levels for weeks, if not months.
New Apple iPhone Fold Decision Changes Smartphones Forever
Apple's key design decision has forced and inspired its rivals to follow suit. A (partially) new way to making foldable phones will quickly become the norm.
Bournemouth close to appointing Marco Rose as next head coach
Bournemouth are close to appointing Marco Rose as their next head coach, with the club moving quickly to replace Andoni Iraola following confirmation that the Spaniard will leave at the end of the sea...
Tomodachi Life: Living the Dream solves Animal Crossing: New Horizon's biggest problem
I quickly burnt myself out playing Animal Crossing: New Horizons. I don't expect that to happen with Tomodachi Life: Living the Dream
‘ComEd Four’: The case that once rocked Illinois politics now on shaky ground
After a pair of Supreme Court rulings on central issues like bribery and false statements, followed by a lightning-quick reversal by a Chicago appeals court, the ComEd Four case that once rocked Illinois politics is on an increasingly shaky…
Storylines abound as Scottie Barnes, Raptors open series at Cavs
Success came quickly for Toronto Raptors power forward Scottie Barnes, who won the Rookie of the Year award and got a taste of the playoffs four years ago.
Exclusive: Justice Department removes lead prosecutor from probe of Trump critic John Brennan
The Justice Department has removed the career Miami federal prosecutor leading the investigation into John Brennan, after she resisted pressure to quickly bring charges against the former CIA director and prominent critic of President Donald Trump, according to people briefed on the matter.
Manthey Kit-Equipped Porsche 911 GT3 RS Laps the Nurburgring in 6:45.389
The lap, strangely enough, is still not the quickest announced on this random Friday.
Two inducted into Thomas Green Clemson Academy of Engineers and Scientists
Gary Mercer and Jim Kaplan receive college's highest honor, and Jie Huang, Thomas Kuckhoff and Toni Bloodworth Pence are honored as Outstanding Young Alumni.
The Mustang GTD records 6m 40.8s ‘Ring time, becomes second quickest overall*
*sorta. Ford absolutely blitzes the hottest Mustang’s previous time by 11 seconds
Republicans’ Anxiety Over Iran War Grows But Vote Against Curbing Trump’s Powers
GOP lawmakers want a quick to end to the fighting, but declined to vote to curb President Trump’s powers.
Freshman quarterback Bowe Bentley embraces early learning curve at OU ahead of spring game
The jump from high school football to the Southeastern Conference doesn’t come quietly, and for freshman quarterback Bowe Bentley, that reality has set in quickly.
Sexual abuse allegations spur calls for a broader reckoning in Congress
Resignations came quickly this week from two congressmen accused of sexual misconduct toward staff members. Yet for many of the women of Capitol Hill, the moment of accountability was years in the making — and far from enough.
Galaxy devices ditch some image data using AirDrop over Quick Share, fix coming
After a monumental update allowed Galaxy S26 phones to share with Apple’s iOS devices using AirDrop, some users are reporting...
Nothing Warp is an AirDrop stopgap that uses your Google Drive, and I don’t get it [Gallery]
In lieu of AirDrop over Quick Share support, Nothing is today launching “Nothing Warp,” a new app + browser extension...
Can defense contracts save VW's Osnabrück factory?
Volkswagen's Osnabrück plant is still building cars, but the order book is drying up quickly. As work fades, could a move into defense manufacturing save 2,500 local jobs? So far, the company is staying tight-lipped.
Nothing makes it easy to share files between any Android phone and a Mac
The Warp app quickly sends files between Android and a Mac, Windows, or Linux machine.
Sexual abuse allegations are spurring calls for a broader reckoning in Congress
Resignations came quickly this week from two congressmen accused of sexual misconduct toward staff members | WWJ Newsradio 950
Sexual abuse allegations are spurring calls for a broader reckoning in Congress
Resignations came quickly this week from two congressmen accused of sexual misconduct toward staff members | KNSS Radio
Sexual abuse allegations are spurring calls for a broader reckoning in Congress
Resignations came quickly this week from two congressmen accused of sexual misconduct toward staff members | KMBZ
Nintendo GameCube - Nintendo Classics 1.6.1 update out now
Nintendo GameCube - Nintendo Classics version 1.6.1 update has now been released, and here's a quick breakdown of what it does.
NASA Finds Young Stars Dim in X-rays Surprisingly Quickly
Unlike in the new movie “Project Hail Mary,” this quieting of young stars is a benefit for the prospects for life on orbiting planets around these stars — not
New digital card connects service members to brain health resources in the Military Health System
Military Health System unveils a new digital resource card to support service members who may have experienced a concussive event. The tool serves as a centralized guide to quickly locate information on brain health, including recognizing symptoms, seeking care, and vital resources supporting cognitive health.
‘Don’t Let Ticks Stick’: Alexandria health officials want you to be on lookout for bloodsuckers
Alexandria Health Department officials encouraged residents to check for ticks, which can spread Lyme disease and alpha-gal syndrome if not quickly removed.
Showing the math for Earth’s first — and sudden
Inspired by a Yale undergraduate science class, a new study uses math to suggest that the spark of life on Earth happened quickly — once the conditions were right.
Samsung One UI 8.5 beta now arriving for these older Galaxy phones
Samsung expands the One UI 8.5 beta to the Galaxy Z Fold 5, S23 FE, and A-series, bringing AirDrop support and LLM-powered Bixby to more users.
California Democrats Rushed to Back Eric Swalwell — and Quickly Abandoned Him
Representative Eric Swalwell, a Washington figure, was largely unknown in the California State Capitol. But influential groups began backing him for governor in the weeks before he was publicly accused of sexual assault.
Jesuit-Rummel winner clinches district title as fast-working pitcher overcomes early struggles
After each pitch, Maes Martin quickly took the return throw from the catcher and stepped back onto the rubber.
3 diet tweaks heart health nutrition scientist made to prevent disease
How quickly and when you eat could affect your metabolic and cardiovascular health, professor Sarah Berry said.
“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.
A longshot, upset bid and a few quick takes
It is hard to keep up these days. The flow of news often seems overwhelming. Let’s focus today on an unusual congressional race before moving on to a few quick, supplementary observations. Since its creation 54 years ago, Congressional District 5 has been represented by a grand total of five people – Bill Armstrong, Ken […]
Updated Dolphins 30 visits – The Splash Zone 4/11/26
Welcome to the Splash Zone, the quickest way to get your day started off right. We bring you a rundown of Miami Dolphins news from the last 24 hours.
Dozens of hidden lakes discovered beneath Arctic glaciers in Canada
Researchers have uncovered the locations of 37 subglacial lakes in Canada’s Arctic, 35 of them discovered for the very first time — what could be a major scientific breakthrough in understanding the quickly-warming region.
Iran Unable to Find Mines in Strait of Hormuz, U.S. Says
The lost mines have prevented Iran from quickly complying with President Trump’s demand to allow more ships to pass through the waterway.
Molotov cocktail thrown at Sam Altman's $27 million home
The San Francisco Police Department said a 20-year-old suspect is in custody and charges are pending. OpenAI praised the police's quick response.
By the numbers: US thrashed military targets in Iran, but some capabilities remain
Since the ceasefire between Iran and the U.S. was announced, leaders in President Donald Trump's administration have been quick to say the Iranian military and its capacity have sustained significant damage during the weeks of fighting | WBEN
Judge blocks Pentagon’s latest bid to limit press access
A federal judge tore into the Department of Defense on Thursday for attempting an end-run around his decision voiding parts of a restrictive press policy rolled out by Secretary Pete Hegseth last year, saying the Pentagon had flouted his ruling when it quickly implemented a tighter policy.
‘The Price Is Right’ Contestant Wins $20,000 in ‘Quickest Game Ever’
Even Drew Carey was impressed.
Nevada Health Centers’ Mammovan expands rural mammograms, seeks licensed drivers
For women across Nevada, getting an annual mammogram can be quicker and more convenient thanks to a mobile clinic designed to bring breast cancer screenings dir
Olivia Munn Says 'Obnoxious' Male Co-Star Wouldn't Let Her 'Save' Him On-Screen
The “Your Friends & Neighbors” star said the actor quickly grew “combative with the director” over the scene.
Samsung is expanding AirDrop to these Galaxy devices, but only if you install this update
Samsung is officially expanding AirDrop over Quick Share support to more Galaxy devices, but it requires a specific software update...
Kentucky lawmakers lean on fast-track tactics as session nears end
With two days left in Kentucky’s session, lawmakers are advancing bills quickly, often with final changes made outside public view.
From classroom to the pros: Rice sport analytics program turning data into opportunity
Rice’s sport analytics program, a relatively new and still rare undergraduate major, is quickly becoming a pipeline into professional sports.