SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " bug " 519 found 🔀 AI-powered Shuffle
How social science helps keep bugs off corn
A new study suggests broad systemic problems play a significant role in disincentivizing corn growers from planting the refuge corn needed to keep pests from becoming resistant to the insect-killing traits ...
Google Says Criminal Hackers Used A.I. to Find a Major Software Flaw
The company said that it had identified, for the first time, hackers using artificial intelligence to discover an unknown bug. The attempted attack represents “a taste of what’s to come,” one expert said.
PlayStation Emulator Devs Beg People To Stop Spamming AI Code
The team behind RPCS3 suggests that vibe-coders "learn how to debug and code" instead of "generating slop that you don't understand"
How it happened last time … and some lessons
It happened once before and Brian Lewis chronicled it this past week.
Seton Hall basketball adds Rutgers transfer forward Chris Nwuli
This is the first time a player has transferred between in-state rivals Rutgers and Seton Hall. Here are three things to know about Nwuli.
Mahito Yokota / Koji Kondo: Super Mario Galaxy / Super Mario Galaxy 2
Read Billie Bugara’s review of the soundtracks.
Apple Seeds Second iOS 26.5 and iPadOS 26.5 Release Candidates to Developers
Apple today seeded new release candidate versions of upcoming iOS 26.5 and iPadOS 26.5 updates to developers for testing purposes, with the software coming five days after the first RC. It's not clear what's changed in the second RC, but Apple typically sends out another candidate if there are bugs that need to be addressed. Registered developers can download the betas from the Settings app on the iPhone or iPad by going to the General section and selecting Software Update.
Crimson Desert Next Major Update Releases Soon and Will Include New Special Mounts and More
Crimson Desert's next major update will be released in a few days' time, and will include new special mounts, features and bug fixes.
Porsche sharpens focus on core business
Following the planned sale of its stakes in Bugatti Rimac and the Rimac Group, Porsche AG is implementing further extensive measures as part of its strategic realignment.
Science, music, and stream bugs: Sierra Streams celebrates 30 years at Pioneer Park
Sierra Streams Institute will celebrate its 30th anniversary with a free community event on Saturday, May 16 from 1 to 5 p.m. at Pioneer Park in Nevada City, bringing together
Mozilla says AI helped squash 423 Firefox security bugs
Yet it remains unclear if Anthropic's uber model was effective, or if better model middleware is what makes the difference
Mozilla says 271 vulnerabilities found by Mythos have "almost no false positives"
The developer of Firefox says it has "completely bought in" on AI-assisted bug discovery.
How Anthropic’s Mythos has rewritten Firefox’s approach to cybersecurity
Security researchers at Mozilla say Anthropic's Mythos has unearthed a wealth of high-severity bugs in Firefox.
Is your Porsche Taycan too slow at the Nürbugring? You need this Manthey Kit.
Nordschleife-specialist Manthey has developed an upgrade package for the Porsche EV.
NYT Crossword Answers for May 07, 2026
John Guzzetta and Jeff Chen reunite to give us a Thursday workout.
IU Kelley Student Competing in Open-Wheel Racing, While Also Pursuing a Business Degree
For more than 100 years, the Indiana University Kelley School of Business has created career momentum for thousands of students. But this May, a junior studying finance and accounting, will experience it faster than any Kelley student who has come before him. The Kelley School is supporting Joey Brienza, a Kelley direct admit and Hutton Honors College student and a race car driver who competes in the USF Pro 2000 Series, a premier open-wheel racing series in the ladder to INDYCAR. On May 9, he w
Microsoft's Windows 11 update just fixed memory leaks, slow startup, and File Explorer bugs
Microsoft is fixing Windows 11's biggest bugs. The new update stops the File Explorer white flash, lowers RAM usage, and speeds up PC startup.
The Sims 4 Laundry List: 150 Fixes and Base Layers Coming In Next Patch (May 5th, 2026)
EA and Maxis have published a brand new The Sims 4 Laundry List for the upcoming Game Patch. Covering all the top community reported issues and bugs that have
U.S. government warns of severe CopyFail bug affecting major versions of Linux
U.S. cybersecurity agency CISA says the CopyFail bug is being actively used in hacking campaigns, and poses a major risk to servers and datacenters that rely on Linux.
CISA Adds Actively Exploited Linux Root Access Bug CVE-2026-31431 to KEV
CVE-2026-31431 exploited in Linux since 2017, enabling root access via simple PoC, increasing container and cloud risks.
Ronald Acuña Jr. exits game with apparent left hamstring ailment
Can the injury bug leave this team alone, already?
‘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
Biodiversity Day at Wichita elementary school highlights environmental science
Students learned about everything from wildfires to falcons to bug populations at the yearly event.
New mega-entertainment center opens in Lexington's Hamburg
Bugsy’s Entertainment Complex opens in Lexington’s Hamburg, offering Bluegrass-themed fun with games, dining, and special event spaces.
Severe Linux Copy Fail security flaw uncovered using AI scanning help
The bug works on nearly all distros since 2017.
Hackers are actively exploiting a bug in cPanel, used by millions of websites
Web hosts are scrambling to fix the bug under active attack by hackers. One company said hackers have been abusing the bug for months.
Critical cPanel and WHM bug exploited as a zero-day, PoC now available
The critical CVE-2026-41940 authentication bypass vulnerability in cPanel, WHM, and WP Squared is being actively exploited in the wild and has been leveraged in attempts since late February.
Bug of the year (so far)? Nasty cPanel vulnerability probably exploited as a 0-day
: Emergency patches out now for those managing the millions of domains assumed to be affected
Microsoft's Internal Initiative to Fix Windows 11: Don't Rush Features Out the Door
Unless you've been living under a rock, you've seen the numerous issues Windows users have faced, from poor performance to experience-breaking bugs and updates, and AI oversaturation in the OS. While Microsoft has previously announced that it intends to address many of these complaints levelled by W...
A woman’s bug bite led to hives and a $6,700 ER bill
A bug bite and an allergic reaction ultimately sent a woman to the emergency room, where she had a couple of brief chats with a doctor and a dose of medicine.
The New Linux Kernel AI Bot Uncovering Bugs Is A Local LLM On Framework Desktop + AMD Ryzen AI Max
Earlier this month on Phoronix we were the first to draw attention to a new fuzzing tool / AI bot uncovering kernel bugs by Greg Kroah-Hartman, the 'second in command' for Linux kernel development and stable maintainer
Graphene kills harmful bacteria “superbugs” but spares human cells
Scientists have uncovered how graphene oxide pulls off a remarkable trick: it hunts down and destroys harmful bacteria while leaving human cells completely unharmed. By targeting a molecule found only in bacterial membranes, this ultra-thin carbon-based material acts with laser-like precision—offering a powerful new alternative to traditional antibiotics. Even more exciting, it works against drug-resistant “superbugs,” promotes faster wound healing, and keeps its antibacterial strength even after repeated washing.
iOS 26.4.2: Apple Emergency iPhone Update Fixes Deleted Notification Bug
Apple has released a new iPhone update — that has taken many by surprise — to address a vulnerability that was recently exploited by the FBI.
Gemini for Android Auto reverting to Assistant in bizarre bug, Google is aware
Vehicles with Gemini for Android Auto are reverting back to an outdated Google Assistant due to a strange bug after...
Linux 7.1 Removes Drivers For Long Obsolete Input Hardware: Bye Bus Mouse Support
Beyond Linux looking to remove old drivers due to the surge of AI/LLM bug reports, the Linux 7.1 kernel is also removing some old hardware drivers simply on the basis of long obsolete hardware
Hackers exploit file upload bug in Breeze Cache WordPress plugin
Hackers are actively exploiting a critical vulnerability in the Breeze Cache plugin for WordPress that allows uploading arbitrary files on the server without authentication.
"Worst patch ever:" World of Warcraft players beg Blizzard to slow down on its updates — for all the wrong reasons
I recently alluded to this idea that World of Warcraft is losing control of its quality ... well, control. And this concept really came to ahead this week with Midnight's 12.0.5 patch, which introduced a mountain of new bugs.
World Of Warcraft's Latest Patch Is One Giant List Of Bugs And Issues, And Players Are Fed Up
More bugs than Ahn'Qiraj.
Apple fixes bug that cops used to extract deleted chat messages from iPhones
The iPhone and iPad bug allowed law enforcement using forensic tools to read messages that had long been deleted by the Signal app.
iOS 26.4.2 fixes bug that allowed deleted notifications to be retrieved
iOS 26.4.2 is available now for iPhone, with a key security fix that ensures deleted notifications can’t be retrieved or restored later.
Apple Releases iOS 26.4.2 and iPadOS 26.4.2 With Bug Fixes
Apple today released minor iOS 26.4.2 and iPadOS 26.4.2 software updates for the iPhone and iPad, respectively. The updates are available two weeks after Apple released iOS 26.4.1 and iPadOS 26.4.1. The new software can be downloaded on eligible iPhones and iPads over-the-air by going to Settings → General → Software Update. According to Apple's release notes, the software updates contain unspecified bug fixes and security updates.
How creepy crawlies can unlock science curiosity for young learners
Insects and bugs can provide an inroad to lessons on nature while helping students — and sometimes teachers — overcome fears in the process.
How creepy crawlies can unlock science curiosity for young learners
Insects and bugs can provide an inroad to lessons on nature while helping students — and sometimes teachers — overcome fears in the process.
Microsoft Patches Critical ASP.NET Core CVE-2026-40372 Privilege Escalation Bug
CVE-2026-40372 scores 9.1 due to cryptographic flaw in ASP.NET Core 10.0.0–10.0.6, risking SYSTEM access.
Bug & Bud Festival releases entertainment schedule ahead of April 25 event
Organizers of Milford’s annual Bug & Bud Festival have released a full “run of show” schedule, outlining a day of performances and activities planned for
Mozilla Used Anthropic’s Mythos to Find and Fix 151 Bugs in Firefox
The Firefox team doesn’t think emerging AI capabilities will upend cybersecurity long term, but they warn that software developers are likely in for a rocky transition.
NBC apologizes for 'data issue,' erroneous timeout on scorebug that caused confusion in Knicks-Hawks Game 2
KAPAAW hosts fifth annual Black Maternal Health Fair
The event was an opportunity to connect Lexington mothers with resources to make motherhood easier.
How One Line Of TF2 Code Ruined This Simple Feature
Ever encountered a minor annoying bug in a video game? How about one dating back to 2018? Usually, you have no hope of fixing it, but this time is different. [Joey Cheerio] shows the first-time pro…
Mike Sullivan feels with some tweaks, better health Rangers can be ‘competitive team’
With better luck with the injury bug and a couple of additions, head coach Mike Sullivan thinks that the Rangers can take some immediate strides forward.
Families left reeling after hospitals in blue states drop transgender care for youth
Massachusetts passed laws and joined lawsuits to protect access to gender-affirming care for minors. But faced with the Trump administration's threats, some hospitals voluntarily stopped care.
Replaced Review
Replaced is a gripping and gorgeous 2.5D action platformer, even though this AI-based adventure could do with a system update to completely iron out the bugs.
There's No Saving Windows 11. It's Time for Windows 12
Windows 11 can't overcome a slew of bugs, security holes, and AI slop. It's time for something new.
AAAS Mass Media Science & Engineering Fellowship welcomes 2026 fellows | American Association for the Advancement of Science (AAAS)
Fifteen early career scientists — spanning research areas from medical artificial intelligence to exoplanets to bug science — will join newsrooms around the country and in Puerto Rico this summer to contribute their skills towards increased public understanding of science and technology.
Microsoft's massive Patch Tuesday: It's raining bugs
: One CVE under attack, one already disclosed by angry bug hunter, and 163 more
Adobe fixes PDF zero-day security bug that hackers have exploited for months
It's not clear how many people were compromised by this hacking campaign, but a security researcher said the hackers were targeting victims since at least November 2025.
NKY Chamber's Business Councils announce achievement award winners, celebrated May 21
The Northern Kentucky Chamber of Commerce Business Councils have announced the winners of the Business Achievement Awards, which recognize outstanding member businesses in Erlanger, Florence, Fort Thomas, and Newport, for their achievements and contributions to their respective communities. The awards will be presented during the Business Council Celebration Dinner on Thursday, May 21, at Turfway...
Gemini for Google Home Keeps Getting Huge Upgrades
We can't seem to go a week at this point without Google pushing out several upgrades and changes to its Google Home products. From Gemini for Home to bug and reliability fixes, we're really...
Gil Carter
No matter what, Gil Carter was always going to find a career in education. “When people like politics, there’s the old saying that they have been ‘bitten by the bug.’ I was bitten at a young age,” laughed Carter, an assistant professor in Mississippi State University’s Department of Communication, Media and Theatre.
Gray whales are entering San Francisco Bay and many aren’t surviving
Gray whales are beginning to break their long-established migration patterns, venturing into risky new territory like San Francisco Bay as climate change disrupts their Arctic food supply. But this unexpected detour is proving deadly: nearly one in five whales that enter the Bay don’t survive, with many struck by ships in the crowded, foggy waters.
2026's Top 5 Public Couples Mark Entertainment's 'Open Love' Era
2026s Top 5 Public Couples Mark Entertainments Open Love Era From idols to actors, industrys top couples showcase love across genres, sparking fan celebrations
Colorado transfer G Isaiah Johnson commits to Texas
The Longhorns land one of the most coveted guards in the portal.
“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.
Pokémon Champions is off to a rough start
The bugs are already getting fixed, but it’s still got a long road ahead.
Mets news: Clay Holmes exited Friday’s game with hamstring injury
The injury bug bites again.
Microsoft brings Windows 11 FAT32 2TB support, fixes network data bug, with new builds
Microsoft has released new Windows builds under Dev and Beta channels. They bring improvements and fixes.
East Lyme business acquires East Hampton’s Bee Smart Pest Control
Debug Pest Control, an East Lyme-based pest management company, has acquired Bee Smart Pest Control, according to an announcement Thursday. Bee Smart, based in East Hampton, was owned and operated […]
Apple Releases macOS Tahoe 26.4.1 With Bug Fixes
Apple today released macOS Tahoe 26.4.1, a minor update to the macOS Tahoe operating system that came out last September. macOS Tahoe 26.4.1 comes two weeks after Apple launched macOS Tahoe 26.4. Mac users can download the new software by opening up the System Settings app and navigating to the Software Update section. Mac users can download the new software by opening up the System Settings app and navigating to the Software Update section.
MOONBUG ENTERTAINMENT DEBUTS EMMIE'S WONDER WARDROBE, A SPARKLING NEW SPIN-OFF OF LITTLE ANGEL, TODAY ON YOUTUBE
Moonbug Entertainment, a global leader in children's entertainment like CoComelon and Blippi, today debuted Emmie's Wonder Wardrobe on YouTube. The animated preschool series is a spin-off of Little Angel, one of the most-watched preschool brands in the world, with over 150 million YouTube subscribers and 1.4 billion monthly views across 25 languages on YouTube. The new series is packed with original music and playful stories that celebrate the creativity and self-expression of kids today.
Unless you reboot every once in a while, your Mac will get kicked offline every 49 days
A new bug has been discovered that breaks all Mac networking every 49 days, 17 hours, two minutes, and 47 seconds. It's simple to get around the bug, though.
Pokémon Champions Developer 'Sincerely Apologizes' For Launch Issues, Details List of Bugs to be Fixed
Following a rocky launch, the maker of Pokémon Champions has apologized for the game's various technical issues and released a list of bugs it's currently planning to fix.
iOS 26.4.1 Includes These Two Changes for iPhones
Apple today released a minor iOS 26.4.1 update for the iPhone 11 and newer. While the release notes for the update only mention unspecified "bug fixes," we have since learned about two specific changes that are included in it. First, 9to5Mac spotted an Apple Developer Forums thread suggesting that iOS 26.4.1 fixes an iOS 26.4 bug that affected iCloud syncing in some apps.
iOS 26.4.1 fixes iPhone bug that stopped iCloud data from syncing, including Apple Passwords
iOS 26.4.1 is available today. While the official release notes were vague, a thread on the developer forums indicates it...
iOS 26.4.1 Released: Apple’s New iPhone Update Is An Unexpected, Urgent Bug Fix
Here it is, an iPhone update that has landed just over two weeks since the last iPhone release, unexpectedly landing midweek. Here’s all you need to know.
Apple MacBooks slow down after 49 days due to "macOS time bomb"
The Apple MacBook, iMac and Mac mini suffer from a macOS bug that effectively acts like a time bomb. After a timer reaches a certain value, new TCP connections can effectively no longer be established, causing many apps and websites to stop working.
Google’s April 2026 Pixel update tackles some annoying bugs
Fixes game crashes and Quick Share issues
Antibacterial products may contribute to dangerous superbug crisis, study suggests
Antibacterial soaps and cleaning wipes may contribute to antimicrobial resistance, a new study suggests, with experts recommending plain soap and water instead.
Kat Abughazaleh expands political network, keeps campaign office open as mutual aid hub after primary loss
On Thursday, Abughazaleh announced in a video that she will help campaigns "integrate mutual aid and direct action into their races," and she plans to help races across the country, "especially in the Midwest."
Apple to Issue Rare iOS 18 Software Update for DarkSword Exploit
Apple on Wednesday will issue software updates to devices still running iOS 18 to protect them from an exploit called DarkSword, which can silently take over an iPhone if it visits a website infected with the malicious code.
North Korean hackers bug software used by thousands of US companies in potential crypto heist attempt
Suspected North Korean hackers have bugged a software package that has been used by thousands of US companies in a major supply-chain attack that could take months to recover from, security experts said Tuesday.
Amazon is offering up to 50 percent off chargers from Anker and others for its Big Spring Sale
You only have a few hours left to save.
Scientists have discovered an 'Achilles' heel' in deadly superbugs
In a mouse study, scientists found that a bacterial sugar can be exploited to disable dangerous antibiotic-resistant pathogens.
Do you have the flu, Covid or RSV? Look out for these symptoms
Flu and Covid, including a new variant called BA.3.2, nicknamed “cicada,” are still circulating, along with several other respiratory illnesses and a nasty stomach bug.
Close Up program gives Como student group insight into politics
Twenty high school seniors taking the University of Minnesota’s College in the Schools (CIS) government course at Como High School spent the first week of March in Washington, D.C., as...
Science, Music, and Stream Bugs: Sierra Streams Celebrates 30 Years at Pioneer Park on May 16
NEVADA CITY, CA — Sierra Streams Institute will celebrate its 30th anniversary with a free community event on Saturday, May 16 from 1:00 to 5:00 PM at Pioneer Park in Nevada City, bringing together art, music, and hands-on science to highlight three decades of watershed research, restoration, and education across the Sierra Nevada. The Sierra […]
Microsoft pulls KB5079391 Windows update over install issues
Microsoft has pulled a buggy Windows 11 non-security preview update to investigate a known issue that triggers 0x80073712 errors during installation.
Windows 11 KB5079391 update pulled as Microsoft scrambles to address installation issues
If you were wondering where Windows 11's latest preview update had gone, it turns out that Microsoft pulled it due to installation bugs.
Galaxy S26 Ultra display issues get Samsung’s attention, fix rolling out soon
It seems consumer reports have finally caught Samsung’s attention, with the representatives promising that a fix for Galaxy S26 Ultra display issues will be rolling out soon. A Galaxy S26 Ultra owner submitted a bug report through the official means. In a recent development, the user AnthonyHershko received an update from Samsung, promising that fixes […]
Apple Says No iPhone in Lockdown Mode Has Ever Been Hacked
Apple says it has no record of a successful spyware attack against any device running Lockdown Mode, the opt-in security feature it introduced in 2022. "We are not aware of any successful mercenary spyware attacks against a Lockdown Mode-enabled Apple device," an Apple spokesperson told TechCrunch. Lockdown Mode is available on the iPhone, iPad, and Mac, and dramatically restricts certain system features that are commonly exploited by mercenary spyware.
Resistance movement: how a play about penicillin brought the arts, science and politics together
Championed by a former chief medical officer, Lifeline is both a musical following Alexander Fleming’s discovery of the first antibiotic and a warning about the threat of superbugs in the present day
MY HERO ULTRA RUMBLE : Patch Notes 1.15.0
Through our maintenance update on March 25, 2026, we made the following changes. New features, System Adjustments, Adjustments to Area Control Battle, Battle Style Adjustments, Bug fixes... We hope you continue enjoying MY HERO ULTRA RUMBLE.
Drought could fuel the rise of antibiotic-resistant superbugs as climate change worsens, new research suggests
A warming world may see more antibiotic-resistant bacteria, according to new research that shows a link between aridity and antibiotic resistance today.
iOS 26.4 is here, with Playlist Playground and new emoji
There's also an ambient music widget and bug fixes.
VoidStealer malware steals Chrome master key via debugger trick
An information stealer called VoidStealer uses a new approach to bypass Chrome's Application-Bound Encryption (ABE) and extract the master key for decrypting sensitive data stored in the browser.
'That's why there's 9 billion of us and not 9 billion of some other primate': Why our ability to adapt is humanity's 'superpower'
Live Science spoke with Herman Pontzer, an evolutionary anthropologist and author of the book "Adaptable," about the science of human diversity.
Microsoft Promises Slew of Windows 11 Changes in Response to "Microslop" Criticisms
With every Windows 11 update seemingly introducing a new bug or somehow breaking some core functionality, it seems as though trust in Microsoft and Windows is at an all-time low, with the recent "Microslop" insult popping up in online tech circles as a sort of culmination of the recent spate of issu...
Everything New In Fortnite Chapter 7 Season 2
Bugs Bunny just stumbled into a grudge match between Dwayne "The Foundation" Johnson and the Ice King.
iOS 26.4 fixes iPhone keyboard accuracy, here's how
Apple confirms iOS 26.4 improves keyboard accuracy by fixing a bug that caused missed keystrokes during fast typing.