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‘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into her classroom, she turned to guidance from her home state’s Department of Education, which she said she found “outdated and inaccessible.”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

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May 2 • 8:00 PM EDT • Science • columbiaspectator.com
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May 2 • 6:51 PM EDT • Science • tampabay.com
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May 2 • 10:40 AM EDT • Business • ny1.com
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May 2 • 9:30 AM EDT • Health • cnbc.com
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May 2 • 8:05 AM EDT • Health • registerguard.com
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May 2 • 8:00 AM EDT • Technology • nintendoeverything.com
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May 1 • 10:30 PM EDT • Sports • spectrumlocalnews.com
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May 1 • 9:49 PM EDT • Entertainment • foxnews.com
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May 1 • 8:40 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 7:25 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 5:51 PM EDT • Entertainment • spectrumnews1.com
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May 1 • 5:27 PM EDT • Politics • spectrumnews1.com
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May 1 • 4:48 PM EDT • Health • spectrumlocalnews.com
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May 1 • 4:46 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 4:46 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 4:07 PM EDT • Entertainment • spectrumlocalnews.com
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May 1 • 2:58 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 2:03 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 1:46 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 1:30 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 1:07 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 12:19 PM EDT • Politics • spectrumlocalnews.com
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May 1 • 11:40 AM EDT • Entertainment • spectrumlocalnews.com
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May 1 • 11:40 AM EDT • Entertainment • spectrumlocalnews.com
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May 1 • 11:10 AM EDT • Politics • spectrumlocalnews.com
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May 1 • 11:10 AM EDT • Politics • spectrumlocalnews.com
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May 1 • 11:02 AM EDT • Politics • spectrumlocalnews.com
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May 1 • 11:02 AM EDT • Politics • spectrumlocalnews.com
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May 1 • 10:09 AM EDT • Sports • spectrumlocalnews.com
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May 1 • 9:30 AM EDT • Sports • spectrumlocalnews.com
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May 1 • 9:00 AM EDT • Entertainment • ew.com
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Apr 30 • 5:21 PM EDT • Politics • spectrumlocalnews.com
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Apr 30 • 5:16 PM EDT • Politics • spectrumnews1.com
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Apr 30 • 4:42 PM EDT • Entertainment • spectrumlocalnews.com
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Apr 30 • 4:26 PM EDT • Politics • spectrumlocalnews.com
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Apr 30 • 4:10 PM EDT • Business • spectrumlocalnews.com
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Apr 30 • 4:09 PM EDT • Entertainment • theappalachianonline.com
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Apr 30 • 1:01 PM EDT • Politics • spectrumlocalnews.com
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Apr 30 • 11:38 AM EDT • Politics • spectrumlocalnews.com
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Apr 30 • 11:37 AM EDT • Politics • spectrumlocalnews.com
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Apr 30 • 9:43 AM EDT • Sports • spectrumlocalnews.com
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Apr 30 • 9:34 AM EDT • Sports • spectrumlocalnews.com
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Apr 30 • 7:00 AM EDT • Business • commercialappeal.com
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Apr 29 • 10:30 PM EDT • Business • eastidahonews.com
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Apr 29 • 8:20 PM EDT • Politics • ny1.com
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Apr 29 • 7:52 PM EDT • Politics • ny1.com
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Apr 29 • 7:13 PM EDT • Politics • ny1.com
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Apr 29 • 6:46 PM EDT • Business • mynews13.com
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Apr 29 • 5:30 PM EDT • Politics • spectrumnews1.com
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Apr 29 • 5:30 PM EDT • Politics • spectrumnews1.com
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Apr 29 • 4:27 PM EDT • Sports • kfoxtv.com
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Apr 29 • 3:49 PM EDT • Politics • spectrumlocalnews.com
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Apr 29 • 9:23 AM EDT • Sports • spectrumlocalnews.com
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Apr 29 • 8:33 AM EDT • Politics • spectrumlocalnews.com
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Apr 29 • 8:00 AM EDT • Business • corporate.charter.com
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Apr 29 • 8:00 AM EDT • Entertainment • ew.com
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Apr 29 • 7:30 AM EDT • Business • spectrumlocalnews.com
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Apr 29 • 6:00 AM EDT • Entertainment • latimes.com
Scene Calendar: Harn exhibit on Florida, 'Million Dollar Quarter' at Hipp

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Apr 29 • 5:09 AM EDT • Entertainment • gainesville.com
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Apr 28 • 10:59 PM EDT • Sports • spectrumlocalnews.com
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Connecticut high school sports roundup for Tuesday, April 28, 2026

A look around the Connecticut high school sports scene for Tuesday, April 28, 2026.

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Apr 28 • 10:11 PM EDT • Sports • ctinsider.com
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Sen. Paul introduces bill to keep White House ballroom project privately funded

Sen. Rand Paul, R-Ky., is defending President Donald Trump’s controversial project to build a massive ballroom at the White House.

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Apr 28 • 7:14 PM EDT • Politics • spectrumnews1.com
King Charles III warns U.S.-U.K. relationship cannot rest on history

Hanging over the king’s address and trip to the U.S. is the recent strains between Trump and fellow leaders of European and NATO member countries.

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Apr 28 • 5:38 PM EDT • Politics • spectrumlocalnews.com
U.S. to issue passport for America's 250th celebration with Trump's portrait

The booklets will also include an image of the Founding Fathers, according to designs shared by the State Department

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Apr 28 • 4:40 PM EDT • Politics • spectrumlocalnews.com
N.Y. Senate majority leader: 'Making good progress' on state budget policy items

The state budget was due on April 1.

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Apr 28 • 2:09 PM EDT • Politics • spectrumlocalnews.com
Lawmakers want to name embassy after late Rep. Eliot Engel

Engel died earlier this month at age 79.

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Apr 28 • 12:34 PM EDT • Politics • ny1.com
Kacey Musgraves to perform at Gruene Hall with mariachi brothers

The “Golden Hour” singer will perform three nights at the historic Gruene Hall with the brothers.

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Apr 28 • 11:18 AM EDT • Entertainment • spectrumlocalnews.com
Legislature to hold final votes on N.C. Medicaid funding

Medicaid gives health insurance to more than 3 million people in North Carolina. The program was set to run out of money within weeks.

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Apr 28 • 10:57 AM EDT • Politics • spectrumlocalnews.com
Trumps call for ABC to fire Jimmy Kimmel after morbid joke about first lady

Kimmel last week described Melania Trump as having "the glow of an expectant widow"

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Apr 28 • 7:16 AM EDT • Entertainment • spectrumlocalnews.com
New York City is no stranger to royal visits

New York City is often on the royal itinerary, but a reigning monarch hasn't visited in 16 years

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Apr 27 • 9:02 PM EDT • Politics • ny1.com
Voters head to polls for special election in Manhattan District 3

The district is home to several historical sites in the gay rights movement, including the Stonewall Inn.

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Apr 27 • 7:14 PM EDT • Politics • ny1.com
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N.Y. lawmakers pass seventh state budget extender that runs through April 30

The state budget was due on April 1.

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Apr 27 • 4:48 PM EDT • Politics • spectrumlocalnews.com
OCM shuts down 2 illegal Rochester cannabis shops

Officials say more than $1.3 million in cannabis products were seized.

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Apr 27 • 1:24 PM EDT • Business • spectrumlocalnews.com
CT Business Blend: April 27, 2026

Hartford Business Journal’s Greg Bordonaro and WTIC’s Brian Shactman explore the people, companies and trends shaping Connecticut’s business scene every Monday at 8:30 a.m. on WTIC 1080 AM.

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Apr 27 • 10:56 AM EDT • Business • hartfordbusiness.com
Nedra Talley Ross, the last surviving member of the Ronettes, dies

Ross, alongside her cousins, sang hits like "Be My Baby" and "Walking in the Rain"

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Apr 27 • 10:43 AM EDT • Entertainment • spectrumlocalnews.com
Nedra Talley Ross, the last surviving member of the Ronettes, dies

Ross, alongside her cousins, sang hits like "Be My Baby" and "Walking in the Rain"

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Apr 27 • 10:43 AM EDT • Entertainment • spectrumlocalnews.com
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Jim Krukal Wants Clevelanders to Sink Their Worries on His Interactive Cuyahoga Cruise Line

Join Jim Krukal for the Sink Your Worry Cleveland sunset cruise. Enjoy drinks, quests, and fun on the Cuyahoga River.

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Apr 27 • 9:45 AM EDT • Entertainment • clevescene.com
Small business owner utilizing Amazon delivery partnership

Amazon's Delivery Service Partner Program allows for entrepreneurs to grow their businesses.

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Apr 27 • 9:29 AM EDT • Business • spectrumlocalnews.com
Durant sidelined again as Rockets extend series

Udoka said Durant has a bone bruise on his ankle that is painful and he has limited his mobility, but didn’t rule out his return this season.

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Apr 27 • 9:23 AM EDT • Sports • spectrumlocalnews.com
Amen Thompson sparks Rockets' 115-96 rout to stave off elimination

Game 5 is Wednesday night in Los Angeles.

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Apr 27 • 9:15 AM EDT • Sports • spectrumlocalnews.com
Sound Smart: 5 Observations from the 2026 NFL Draft

Key insights in the wake of the 2026 NFL Draft, including a behind the scenes look at Ty Simpson's selection, the surprise pick of the year.

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Apr 27 • 8:48 AM EDT • Sports • foxsports.com
Malta workshop to address town rezoning plans

The town recently released a new draft of a land conservation map, showing multiple ways the town could be rezoned.

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Apr 27 • 8:40 AM EDT • Politics • spectrumlocalnews.com
Hasbro unveils new figurines for Spider-Man: Brand New Day — and MCU fans think they spoil a big 'badass' event in Tom Holland's next Marvel movie

'Oh s**t, are we actually getting that one scene?'

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Apr 27 • 7:30 AM EDT • Entertainment • techradar.com
The royals are visiting the U.S. this week. Here’s what to know

President Donald Trump will host King Charles and Queen Camilla at the White House for several days of events.

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Apr 26 • 6:28 PM EDT • Politics • spectrumlocalnews.com
Man shot outside McAllen business, suspect flees scene

McALLEN, Texas (ValleyCentral) — The McAllen Police Department is investigating a shooting that happened outside a business on early Saturday morning. At 2:13 a.m. on Saturday, McAllen police …

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Apr 26 • 5:13 PM EDT • Business • valleycentral.com
Sabres beat Bruins 6-1 to push Boston to 3-1 hole in series

The Sabres will have a chance to eliminate Boston in Buffalo on Tuesday night.

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Apr 26 • 5:09 PM EDT • Sports • spectrumlocalnews.com
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Hurricanes use postseason experience to advance again in NHL playoffs sweep

Carolina showed its scoring depth with a dominating performance from its second line.

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Apr 26 • 2:34 PM EDT • Sports • spectrumlocalnews.com
Business owners ask St. Pete to increase funding for roadway improvements

Dodging cars across five lanes of traffic is just one of the issues business owners say they see on a regular basis on Dr. MLK South in St. Pete.

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Apr 26 • 1:45 PM EDT • Business • baynews9.com
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New York fights DOT decision to withhold nearly $74M in highway money

New York Attorney General Letitia James said the state believes it properly followed all the rules for commercial licenses that were in place at the time they were issued, so it doesn't plan to revoke the licenses.

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Apr 26 • 11:54 AM EDT • Politics • spectrumlocalnews.com
Should you debloat Windows 11? The custom ISO scene is bigger than you think

"Debloating" Windows 11 addresses concerns about the user experience, but it can also introduce security flaws.

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Apr 26 • 10:00 AM EDT • Technology • windowscentral.com
Potential headwinds for Ramaswamy as he looks to fall campaign

Ohio's Republican primary for governor is a few weeks away, but there are few signs that the top candidate sees it as a competitive race.

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Apr 26 • 9:21 AM EDT • Politics • spectrumnews1.com
Panthers go big in NFL draft as they look to build on NFC South title

Carolina Panthers general manager Dan Morgan focused on size in the NFL draft, using the team's first two picks on linemen who weigh over 300 pounds.

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Apr 26 • 8:23 AM EDT • Sports • spectrumlocalnews.com
Iraq’s Communists Are Fighting Against Sectarian Politics

Although Iraq’s Communist Party has lost much of the support it enjoyed at its peak, it still has a real presence on the Iraqi political scene. Its general secretary Ra’id Fahmi tells Jacobin about the need to challenge Iraq’s sectarian power structure.

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Apr 26 • 6:56 AM EDT • Politics • jacobin.com
DW correspondent describes scenes at Trump dinner shooting

DW Washington Bureau Chief Ines Pohl was at the White House Correspondents' Association dinner. She reports the scenes inside the Hilton Hotel ballroom.

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Apr 26 • 4:48 AM EDT • Politics • dw.com
How Washington’s biggest annual dinner transformed into chaos — and a crime scene

President Donald Trump and first lady Melania Trump were seated on the stage of the cavernous Washington Hilton ballroom just after 8:30 p.m. ET Saturday evening, playfully engaging with the evening’s entertainer, mentalist Oz Pearlman.

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Apr 26 • 2:04 AM EDT • Politics • cnn.com
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