AI is the second-largest major at M.I.T. after computer science, reports the New York Times. (Alternate URL here and here.) Though that includes students interested in applying AI in biology and health care — it's just the beginning: This semester, more than 3,000 students enrolled in a new college of artificial intelligence and cybersecurity at the University of South Florida in Tampa. At the University of California, San Diego, 150 first-year students signed up for a new A.I. major. And the State University of New York at Buffalo created a stand-alone "department of A.I. and society," which is offering new interdisciplinary degrees in fields like "A.I. and policy analysis...."

[I]nterest in understanding, using and learning how to build A.I. technologies is soaring, and schools are racing to meet rising student and industry demand. Over the last two years, dozens of U.S. universities and colleges have announced new A.I. departments, majors, minors, courses, interdisciplinary concentrations and other programs.
"This is so cool to me to have the opportunity to be at the forefront of this," one 18-year-old told the New York Times. Their article points out 62% of America's computing programs reported drops in undergraduate enrollment this fall, according to a report in October from the Computing Research Association.

"One reason for the dip: student employment concerns."

Thanks to long-time Slashdot reader theodp for sharing the article.

It runs locally, a free/open source home automation platform connecting all your devices together, regardless of brand. And GitHub's senior developer calls it "one of the most active, culturally important, and technically demanding open source ecosystems on the planet," with tens of thousands of contributors and millions of installations.

That's confirmed by this year's "Octoverse" developer survey... Home Assistant was one of the fastest-growing open source projects by contributors, ranking alongside AI infrastructure giants like vLLM, Ollama, and Transformers. It also appeared in the top projects attracting first-time contributors, sitting beside massive developer platforms such as VS Code... Home Assistant is now running in more than 2 million households, orchestrating everything from thermostats and door locks to motion sensors and lighting. All on users' own hardware, not the cloud. The contributor base behind that growth is just as remarkable: 21,000 contributors in a single year...

At its core, Home Assistant's problem is combinatorial explosion. The platform supports "hundreds, thousands of devices... over 3,000 brands," as [maintainer Franck Nijhof] notes. Each one behaves differently, and the only way to normalize them is to build a general-purpose abstraction layer that can survive vendor churn, bad APIs, and inconsistent firmware. Instead of treating devices as isolated objects behind cloud accounts, everything is represented locally as entities with states and events. A garage door is not just a vendor-specific API; it's a structured device that exposes capabilities to the automation engine. A thermostat is not a cloud endpoint; it's a sensor/actuator pair with metadata that can be reasoned about.

That consistency is why people can build wildly advanced automations. Frenck describes one particularly inventive example: "Some people install weight sensors into their couches so they actually know if you're sitting down or standing up again. You're watching a movie, you stand up, and it will pause and then turn on the lights a bit brighter so you can actually see when you get your drink. You get back, sit down, the lights dim, and the movie continues." A system that can orchestrate these interactions is fundamentally a distributed event-driven runtime for physical spaces. Home Assistant may look like a dashboard, but under the hood it behaves more like a real-time OS for the home...

The local-first architecture means Home Assistant can run on hardware as small as a Raspberry Pi but must handle workloads that commercial systems offload to the cloud: device discovery, event dispatch, state persistence, automation scheduling, voice pipeline inference (if local), real-time sensor reading, integration updates, and security constraints. This architecture forces optimizations few consumer systems attempt.
"If any of this were offloaded to a vendor cloud, the system would be easier to build," the article points out. "But Home Assistant's philosophy reverses the paradigm: the home is the data center..."

As Nijhof says of other vendor solutions, "It's crazy that we need the internet nowadays to change your thermostat."

"Homebrew, the package manager for macOS and Linux, just got a handy new feature in the latest v5.0.4 update," reports How-To Geek.

Brewfile install scripts "are now more like a one-stop shop for installing software, as Flatpaks are now supported alongside Brew packages, Mac App Store Apps, and other packages." For those times when you need to install many software packages at once, like when setting up a new PC or virtual machine, you can create a Brewfile with a list of packages and run it with the 'brew bundle' command. However, the Brewfile isn't limited to just Homebrew packages. You can also use it to install Mac App Store apps, graphical apps through Casks, Visual Studio Code extensions, and Go language packages. Starting with this week's Homebrew v5.0.4 release, Flatpaks are now supported in Brewfiles as well...

This turns Homebrew into a fantastic setup tool for macOS, Linux, and Windows Subsystem for Linux (WSL) environments. You can have one script with all your preferred software, and use 'if' statements with platform variables and existing file checks for added portability.

Today America's college professors "struggle to accommodate the many students with an official disability designation," reports the Atlantic, "which may entitle them to extra time, a distraction-free environment, or the use of otherwise-prohibited technology."

Their staff writer argues these accommodations "have become another way for the most privileged students to press their advantage." [Over the past decade and a half] the share of students at selective universities who qualify for accommodations — often, extra time on tests — has grown at a breathtaking pace. At the University of Chicago, the number has more than tripled over the past eight years; at UC Berkeley, it has nearly quintupled over the past 15 years. The increase is driven by more young people getting diagnosed with conditions such as ADHD, anxiety, and depression, and by universities making the process of getting accommodations easier. The change has occurred disproportionately at the most prestigious and expensive institutions. At Brown and Harvard, more than 20 percent of undergraduates are registered as disabled. At Amherst, that figure is 34 percent. Not all of those students receive accommodations, but researchers told me that most do. The schools that enroll the most academically successful students, in other words, also have the largest share of students with a disability that could prevent them from succeeding academically. "You hear 'students with disabilities' and it's not kids in wheelchairs," one professor at a selective university, who requested anonymity because he doesn't have tenure, told me. "It's just not. It's rich kids getting extra time on tests...."

Recently, mental-health issues have joined ADHD as a primary driver of the accommodations boom. Over the past decade, the number of young people diagnosed with depression or anxiety has exploded. L. Scott Lissner, the ADA coordinator at Ohio State University, told me that 36 percent of the students registered with OSU's disability office have accommodations for mental-health issues, making them the largest group of students his office serves. Many receive testing accommodations, extensions on take-home assignments, or permission to miss class. Students at Carnegie Mellon University whose severe anxiety makes concentration difficult might get extra time on tests or permission to record class sessions, Catherine Samuel, the school's director of disability resources, told me. Students with social-anxiety disorder can get a note so the professor doesn't call on them without warning... Some students get approved for housing accommodations, including single rooms and emotional-support animals. Other accommodations risk putting the needs of one student over the experience of their peers. One administrator told me that a student at a public college in California had permission to bring their mother to class. This became a problem, because the mom turned out to be an enthusiastic class participant. Professors told me that the most common — and most contentious — accommodation is the granting of extra time on exams...

Several of the college students I spoke with for this story said they knew someone who had obtained a dubious diagnosis... The surge itself is undeniable. Soon, some schools may have more students receiving accommodations than not, a scenario that would have seemed absurd just a decade ago. Already, at one law school, 45 percent of students receive academic accommodations. Paul Graham Fisher, a Stanford professor who served as co-chair of the university's disability task force, told me, "I have had conversations with people in the Stanford administration. They've talked about at what point can we say no? What if it hits 50 or 60 percent? At what point do you just say 'We can't do this'?" This year, 38 percent of Stanford undergraduates are registered as having a disability; in the fall quarter, 24 percent of undergraduates were receiving academic or housing accommodations.

"First the penny. Next, paper checks?" asks CNN: When the U.S. Mint stopped making pennies last month for the first time in 238 years, it drew a lot of attention. But there have been quiet moves to stop using paper checks as well. The government stopped sending out most paper checks to recipients as of the end of September, part of an effort to fully modernize federal benefits payments. And on Thursday the Federal Reserve put out a notice that suggested it is considering — but only considering — the "winding down" of checking services it now provides for banks.

The central bank's statement said that as an alternative to winding down those services, it is mulling more investment in its check processing services, but noted that would come at a higher cost. But it is also considering not making any such investments, in order to keep costs roughly unchanged. That would lead to reduced reliability of those services going forward. "Over time, check use has steadily declined, digital payment methods have grown in availability and use, and check fraud has risen," said the notice from the Fed. "Also, the Reserve Banks will need to make substantial investments in their check infrastructure to continue providing the same level of check services going forward."

A report from the Federal Reserve Bank of Atlanta in June found that as of last year, more than 90% of surveyed consumers said they prefer to use something other than a check for paying bills, and just 6% paid by check. That's a sharp drop from the 18% of bills paid by checks as recently as 2017. Consumers also reported they view checks as second-worst for convenience and speed of payment, ahead of only money orders. And they're ranked as the least secure form of any payment other than cash.

But even if it's true that options such as direct deposit, automatic bill paying and electronic payment systems such as Venmo, PayPal and Zelle have all reduced the need for traditional checks, paper checks are still an important part of the payment system. They make up about 5% of transactions and represent 21% of the value of all those payments, according to a statement from Michelle Bowman, the Fed's vice chair for supervision, who dissented from the Fed's Thursday statement.

What happened when a school in Los Angeles gave a sixth grader an iPad for use throughout the school day? "He used the iPad during school to watch YouTube and participate in Fortnite video game battles," reports NBC News.

His mother has now launched a coalition of parents called Schools Beyond Screens "organizing in WhatsApp groups, petition drives and actions at school board meetings and demanding meetings with district administrators, pressuring them to pull back on the school-mandated screen time." Los Angeles Unified is the first district of its size to face an organized — and growing — campaign by parents demanding that schools pull back on mandatory screen time. The discontent in Los Angeles Unified, the second-largest school district in the country, reflects a growing unease nationally about the amount of time children spend learning through screens in classrooms. While a majority of states prohibit children from using cellphones in class, 88% of schools provide students with personal devices, according to the National Center for Education Statistics, often Chromebook laptops or iPads. The parents hope getting a district that has over 409,000 students across nearly 800 schools to change how it approaches screen time would send a signal across public school districts to pull back from a yearslong effort to digitize classrooms....

[In the Los Angeles school district] Students in grade levels as low as kindergarten are provided iPads, and some schools require them to take the tablets home. Some teachers have allowed students to opt out of the iPad-based assignments, but other parents say they've been told that they can't. Parents can also opt their children out of having access to YouTube and several other Google products... The billion-dollar 2014 initiative to give tablet computers to everyone became a scandal after the bidding process appeared to heavily favor Apple, and it faced criticism once it became clear that students could bypass security protocols and that few teachers used the tablets. Currently, the district leaves it up to individual schools to decide whether they want students to take home iPads or Chromebooks every day and how much time they spend on them in class...

Around 300 parents attended listening sessions the district held last month about technology in the classroom. Nearly all who spoke criticized how much screen time schools gave their children in class, pointing to ways their behavior and grades suffered as students watched YouTube and played Minecraft... Several also asked district officials to explain why children as young as kindergartners were asked to sign a form to use devices in which they promised they would honor intellectual property law and refrain from meeting people in person whom they met online. "Is it possible for children to meet people over the internet on school-issued devices?" one father asked. The district officials declined to answer, saying it was meant to be a listening session.
In 2022, Los Angeles Unified started requiring students to complete benchmark assessments on educaitonal software i-Ready, the article points out, which generates unique questions for each students. "But parents and teachers are unable to see what children are asked, in part because the company that makes the program considers them proprietary information..."

One teacher says his school's administartors are requiring him to use i-Ready even though it doesn't have any material for the science class he's actually teaching. He's also noticed some students will use answers from AI chatbots, bypassing the school's monitoring software by creating alternate user profiles. But the monitoring software company suggests the school misconfigured their software's settings, adding "More commonly, when students attempt to bypass filtering or monitoring, they do so by using proxies."

Thanks to long-time Slashdot reader schwit1 for sharing the article.

Meta has officially confirmed it is shifting investment away from the metaverse and VR toward AI-powered smart glasses, following a Bloomberg report of an up to 30% budget cut for Reality Labs. "Within our overall Reality Labs portfolio we are shifting some of our investment from Metaverse toward AI glasses and Wearables given the momentum there," a statement from Meta reads. "We aren't planning any broader changes than that." From the report: Following Bloomberg's report, other mainstream news outlets including The New York Times, The Wall Street Journal, and Business Insider have published their own reports corroborating the general claim, with slightly differing details...

Business Insider's report suggests that the cuts will primarily hit Horizon Worlds, and that employees are facing "uncertainty" about whether this will involve layoffs. One likely cut BI's report mentions is the funding for third-party studios to build Horizon Worlds content. The New York Times report, on the other hand, seems more definitive in stating that these cuts will come via layoffs. The Reality Labs division "has racked up more than $70 billion in losses since 2021," notes Fortune in their reporting, "burning through cash on blocky virtual environments, glitchy avatars, expensive headsets, and a user base of approximately 38 people as of 2022."

U.S. and Canadian cybersecurity agencies say Chinese-linked actors deployed "Brickstorm" malware to infiltrate critical infrastructure and maintain long-term access for potential sabotage. Reuters reports: The Chinese-linked hacking operations are the latest example of Chinese hackers targeting critical infrastructure, infiltrating sensitive networks and "embedding themselves to enable long-term access, disruption, and potential sabotage," Madhu Gottumukkala, the acting director of the Cybersecurity and Infrastructure Security Agency, said in an advisory signed by CISA, the National Security Agency and the Canadian Centre for Cyber Security. According to the advisory, which was published alongside a more detailed malware analysis report (PDF), the state-backed hackers are using malware known as "Brickstorm" to target multiple government services and information technology entities. Once inside victim networks, the hackers can steal login credentials and other sensitive information and potentially take full control of targeted computers.

In one case, the attackers used Brickstorm to penetrate a company in April 2024 and maintained access through at least September 3, 2025, according to the advisory. CISA Executive Assistant Director for Cybersecurity Nick Andersen declined to share details about the total number of government organizations targeted or specifics around what the hackers did once they penetrated their targets during a call with reporters on Thursday. The advisory and malware analysis reports are based on eight Brickstorm samples obtained from targeted organizations, according to CISA. The hackers are deploying the malware against VMware vSphere, a product sold by Broadcom's VMware to create and manage virtual machines within networks. [...] In addition to traditional espionage, the hackers in those cases likely also used the operations to develop new, previously unknown vulnerabilities and establish pivot points to broader access to more victims, Google said at the time.

On Dec. 2, QuickTime turned 34, and despite its origins in Apple's chaotic 1990s (1991 to be exact), "it's still the backbone of video on our devices," writes Macworld's Jason Snell. That includes MP4 and Apple's immersive video formats for Vision Pro. From the report: By the late '80s and early '90s, digital audio had been thoroughly integrated into Macs. (PCs needed add-on cards to do much more than issue beeps.) The next frontier was video, and even better, synchronized video and audio. There were a whole lot of challenges: the Macs of the day were not really powerful to decode and display more than a few frames per second, which was more of a slideshow than a proper video. Also, the software written to decode and encode such video (called codecs) was complex and expensive, and there were lots of different formats, making file exchange unreliable.

Apple's solution wasn't to invent entirely new software to cover every contingency, but to build a framework for multimedia creation and playback that could use different codecs as needed. At its heart was a file that was a container for other streams of audio and video in various formats: the QuickTime Movie, or MOV.

[...] QuickTime's legacy lives on. At a recent event I attended at Apple Park, Apple's experts in immersive video for the Vision Pro pointed out that the standard format for immersive videos is, at its heart, a QuickTime container. And perhaps the most ubiquitous video container format on the internet, the MP4 file? That standard file format is actually a container format that can encompass different kinds of audio, video, and other information, all in one place. If that sounds familiar, that's because MPEG-4 is based on the QuickTime format.

Thirty-four years later, QuickTime may seem like a quaint product of a long-lost era of Apple. But the truth is, it's become an integral part of the computing world, so pervasive that it's almost invisible. I'd like to forget most of what happened at Apple in the early 1990s, but QuickTime definitely deserves our appreciation.

Netflix says its open AV1 video codec now powers about 30% of all streaming on the platform and is rapidly becoming its primary delivery format thanks to major gains in compression, bandwidth efficiency, HDR support, and film-grain rendering. TVTechnology reports: The blog by Liwei Guo, Zhi Li, Sheldon Radford and Jeff Watts comes at a time when AV2 is on the horizon. [...] The blog revisits Netflix's AV1 journey to date, highlights emerging use cases, and shares adoption trends across the device ecosystem. It noted that since entering the streaming business in 2007, Netflix has primarily relied on H.264/AVC as its streaming format. "Looking ahead, we are excited about the forthcoming release of AV2, announced by the Alliance for Open Media for the end of 2025," said the authors. "AV2 is poised to set a new benchmark for compression efficiency and streaming capabilities, building on the solid foundation laid by AV1. At Netflix, we remain committed to adopting the best open technologies to delight our members around the globe. While AV2 represents the future of streaming, AV1 is very much the present -- serving as the backbone of our platform and powering exceptional entertainment experiences across a vast and ever-expanding ecosystem of devices."

NASA and CNES's SWOT satellite captured the first high-resolution, wide-swath image of a major tsunami in the open ocean after the July 2025 Kuril-Kamchatka quake. "Instead of a single neat crest racing across the basin, the image revealed a complicated, braided pattern of energy dispersing and scattering over hundreds of miles," reports Earth.com. "These are details that traditional instruments almost never resolve. They suggest the physics we use to forecast tsunami hazards -- especially the assumption that the largest ocean-crossing waves travel as largely "non-dispersive" packets -- need a revision." From the report: Three takeaways emerge. First, high-resolution satellite altimetry can see the internal structure of a tsunami in mid-ocean, not just its presence. Second, researchers now argue that dispersion -- often downplayed for great events -- may shape how energy spreads into leading and trailing waves, which could alter run-up timing and the force on harbor structures. Third, combining satellite swaths, DART time series, seismic records, and geodetic deformation gives a more faithful picture of the source and its evolution along strike.

For tsunami modelers and hazard planners, the message is equal parts caution and opportunity. The physics now has to catch up with the complexity that SWOT has revealed, and planners need forecasting systems that can merge every available data stream. The waves won't get any simpler -- but our predictions can get a lot sharper. The findings have been published in the journal The Seismic Record.

Longtime Slashdot reader williamyf writes: The Italian company Bending Spoons seems to be on an acquisitions spree. Their recent acquisitions of AOL and Vimeo are not yet finalized, yet on Dec. 2 they announced they are buying Eventbrite, a company specializing in publicizing and organizing local events, for just half a milliard USD. Bending Spoons' portfolio also includes other companies like Evernote and WeTransfer. Further reading: Private Equity Hipsters Are Coming For Your Favorite Apps (2024)

An anonymous reader quotes a report from the Guardian: Almost three in 10 GPs in the UK are using AI tools such as ChatGPT in consultations with patients, even though it could lead to them making mistakes and being sued, a study reveals. The rapid adoption of AI to ease workloads is happening alongside a "wild west" lack of regulation of the technology, which is leaving GPs unaware which tools are safe to use. That is the conclusion of research by the Nuffield Trust thinktank, based on a survey of 2,108 family doctors by the Royal College of GPs about AI and on focus groups of GPs.

Ministers hope that AI can help reduce the delays patients face in seeing a GP. The study found that more and more GPs were using AI to produce summaries of appointments with patients, assisting their diagnosis of the patient's condition and routine administrative tasks. In all, 598 (28%) of the 2,108 survey respondents said they were already using AI. More male (33%) than female (25%) GPs have used it and far more use it in well-off than in poorer areas.

It is moving quickly into more widespread use. However, large majorities of GPs, whether they use it or not, worry that practices that adopt it could face "professional liability and medico-legal issues," and "risks of clinical errors" and problems of "patient privacy and data security" as a result, the Nuffield Trust's report says. [...] In a blow to ministerial hopes, the survey also found that GPs use the time it saves them to recover from the stresses of their busy days rather than to see more patients. "While policymakers hope that this saved time will be used to offer more appointments, GPs reported using it primarily for self-care and rest, including reducing overtime working hours to prevent burnout," the report adds.

A London Assembly report warns that surging demand from "energy-hungry" data centers is straining the electricity grid and delaying new housing developments. With data-center electricity use expected to rise up to 600% by 2050, officials fear London's housing crisis could worsen without coordinated action. The BBC reports: According to the report (PDF) from the London Assembly Planning and Regeneration Committee, some new housing developments in west London were temporarily delayed after the electricity grid reached full capacity. The committee's chair James Small-Edwards said energy capacity had become a "real constraint" on housing and economic growth in the city.

In 2022, the General London Assembly (GLA) began to investigate delays to housing developments in the boroughs of Ealing, Hillingdon and Hounslow - after it received reports that completed projects were being told they would have to "wait until 2037" to get a connection to the electricity grid. There were fears the boroughs may have to "pause new housing altogether" until the issue was resolved. But the GLA found short-term fixes with the National Grid and energy regulator Ofgem to ensure the "worst-case scenario" did not happen -- though several projects were still set back. The strains on parts of London's housing highlighted the need for "longer term planning" around grid capacity in the future, said the report.

Nature has retracted a headline-grabbing climate-economics study after critics found flawed data that massively inflated its predicted global economic collapse. The New York Times reports: The decision came after a team of economists noticed problems with the data for one country, Uzbekistan, that significantly skewed the results. If Uzbekistan were excluded, they found, the damages would look similar to earlier research (PDF). Instead of a 62 percent decline in economic output by 2100 in a world where carbon emissions continue unabated, global output would be reduced by 23 percent.

Of course, erasing more than 20 percent of the world's economic activity would still be a devastating blow to human welfare. The paper's detractors emphasize that climate change is a major threat, as recent meta analyses have found, and that more should be done to address it -- but, they say, unusual results should be treated skeptically. "Most people for the last decade have thought that a 20 percent reduction in 2100 was an insanely large number," said Solomon Hsiang, a professor of global environmental policy at Stanford University who co-wrote the critique published in August. "So the fact that this paper is coming out saying 60 percent is off the chart."