AI

'There's a Good Chance Your Kid Uses AI To Cheat' (msn.com) 98

Long-time Slashdot reader theodp writes: Wall Street Journal K-12 education reporter Matt Barnum has a heads-up for parents: There's a Good Chance Your Kid Uses AI to Cheat. Barnum writes:

"A high-school senior from New Jersey doesn't want the world to know that she cheated her way through English, math and history classes last year. Yet her experience, which the 17-year-old told The Wall Street Journal with her parent's permission, shows how generative AI has rooted in America's education system, allowing a generation of students to outsource their schoolwork to software with access to the world's knowledge. [...] The New Jersey student told the Journal why she used AI for dozens of assignments last year: Work was boring or difficult. She wanted a better grade. A few times, she procrastinated and ran out of time to complete assignments. The student turned to OpenAI's ChatGPT and Google's Gemini, to help spawn ideas and review concepts, which many teachers allow. More often, though, AI completed her work. Gemini solved math homework problems, she said, and aced a take-home test. ChatGPT did calculations for a science lab. It produced a tricky section of a history term paper, which she rewrote to avoid detection. The student was caught only once."

Not surprisingly, AI companies play up the idea that AI will radically improve learning, while educators are more skeptical. "This is a gigantic public experiment that no one has asked for," said Marc Watkins, assistant director of academic innovation at the University of Mississippi.

Open Source

Startup Claims Its Upcoming (RISC-V ISA) Zeus GPU is 10X Faster Than Nvidia's RTX 5090 (tomshardware.com) 69

"The number of discrete GPU developers from the U.S. and Western Europe shrank to three companies in 2025," notes Tom's Hardware, "from around 10 in 2000." (Nvidia, AMD, and Intel...) No company in the recent years — at least outside of China — was bold enough to engage into competition against these three contenders, so the very emergence of Bolt Graphics seems like a breakthrough. However, the major focuses of Bolt's Zeus are high-quality rendering for movie and scientific industries as well as high-performance supercomputer simulations. If Zeus delivers on its promises, it could establish itself as a serious alternative for scientific computing, path tracing, and offline rendering. But without strong software support, it risks struggling against dominant market leaders.
This week the Sunnyvale, California-based startup introduced its Zeus GPU platform designed for gaming, rendering, and supercomputer simulations, according to the article. "The company says that its Zeus GPU not only supports features like upgradeable memory and built-in Ethernet interfaces, but it can also beat Nvidia's GeForce RTX 5090 by around 10 times in path tracing workloads, according to slide published by technology news site ServeTheHome." There is one catch: Zeus can only beat the RTX 5090 GPU in path tracing and FP64 compute workloads. It's not clear how well it will handle traditional rendering techniques, as that was less of a focus. In speaking with Bolt Graphics, the card does support rasterization, but there was less emphasis on that aspect of the GPU, and it may struggle to compete with the best graphics cards when it comes to gaming. And when it comes to data center options like Nvidia's Blackwell B200, it's an entirely different matter.

Unlike GPUs from AMD, Intel, and Nvidia that rely on proprietary instruction set architectures, Bolt's Zeus relies on the open-source RISC-V ISA, according to the published slides. The Zeus core relies on an open-source out-of-order general-purpose RVA23 scalar core mated with FP64 ALUs and the RVV 1.0 (RISC-V Vector Extension Version 1.0) that can handle 8-bit, 16-bit, 32-bit, and 64-bit data types as well as Bolt's additional proprietary extensions designed for acceleration of scientific workloads... Like many processors these days, Zeus relies on a multi-chiplet design... Unlike high-end GPUs that prioritize bandwidth, Bolt is evidently focusing on greater memory size to handle larger datasets for rendering and simulations. Also, built-in 400GbE and 800GbE ports to enable faster data transfer across networked GPUs indicates the data center focus of Zeus.

High-quality rendering, real-time path tracing, and compute are key focus areas for Zeus. As a result, even the entry-level Zeus 1c26-32 offers significantly higher FP64 compute performance than Nvidia's GeForce RTX 5090 — up to 5 TFLOPS vs. 1.6 TFLOPS — and considerably higher path tracing performance: 77 Gigarays vs. 32 Gigarays. Zeus also features a larger on-chip cache than Nvidia's flagship — up to 128MB vs. 96MB — and lower power consumption of 120W vs. 575W, making it more efficient for simulations, path tracing, and offline rendering. However, the RTX 5090 dominates in AI workloads with its 105 FP16 TFLOPS and 1,637 INT8 TFLOPS compared to the 10 FP16 TFLOPS and 614 INT8 TFLOPS offered by a single-chiplet Zeus...

The article emphasizes that Zeus "is only running in simulation right now... Bolt Graphics says that the first developer kits will be available in late 2025, with full production set for late 2026."

Thanks to long-time Slashdot reader arvn for sharing the news.
Crime

Cybersecurity Alert Warns of 300 Attacks with 'Medusa' Ransomware (theregister.com) 21

A ransomware-as-a-service variant called "Medusa" has claimed over 300 victims in "critical infrastructure sectors" (including medical), according to an joint alert from CISA, the FBI, and the Multi-State Information Sharing Analysis Center.

And that alert reminds us that Medusa is a globe-spanning operation that recruits third-party affiliates to plant ransomware and negotiate with victims, notes the Register. "Even organizations that have good ransomware recovery regimes, meaning they don't need to unscramble encrypted data as they have good backups and fall-back plans, may consider paying to prevent the release of their stolen data, given the unpleasant consequences that follow information leaks. Medusa actors also set a deadline for victims to pay ransoms and provide a countdown timer that makes it plain when stolen info will be sprayed across the internet. If victims cough up $10,000 in cryptocurrency, the crims push the deadline forward by 24 hours.

The advisory reveals one Medusa actor has taken things a step further. "FBI investigations identified that after paying the ransom, one victim was contacted by a separate Medusa actor who claimed the negotiator had stolen the ransom amount already paid," the advisory states. That separate actor then "requested half of the payment be made again to provide the 'true decryptor'," the advisory states, describing this incident as "potentially indicating a triple extortion scheme."

The security groups' advisory stresses that they "do not encourage paying ransoms as payment does not guarantee victim files will be recovered. Furthermore, payment may also embolden adversaries to target additional organizations..." (But "Regardless of whether you or your organization have decided to pay the ransom, FBI, CISA, and MS-ISAC urge you to promptly report ransomware incidents...)

Besides updating software and operating systems, the alert makes these recommendations for organizations:
  • Require VPNs (or jump hosts) for remote network access
  • Block remote access from unknown/untrusted origins, and disable unused ports
  • Segment networks to help prevent the spread of ransomware
  • Use a networking monitoring tool to spot and investigate abnormal activity — including lateral movement (using endpoint detection and response tools). Log all network traffic, and monitor it for unauthorized scanning and access attempts.
  • Create recovery plans with encrypted offline backups of sensitive/proprietary data and servers
  • Require multifactor authentication, use strong (and long) passwords, and "consider not requiring frequently recurring password changes, as these can weaken security." (Also audit access control following the principle of least privilege, and watch for new and/or unrecognized accounts.)
  • Disable command-line and scripting activities and permissions.

AI

Ask Slashdot: Where Are the Open-Source Local-Only AI Solutions? 192

"Why can't we each have our own AI software that runs locally," asks long-time Slashdot reader BrendaEM — and that doesn't steal the work of others.

Imagine a powerful-but-locally-hosted LLM that "doesn't spy... and no one else owns it." We download it, from souce-code if you like, install it, if we want. And it assists: us... No one gate-keeps it. It's not out to get us...

And this is important: because no one owns it, the AI software is ours and leaks no data anywhere — to no one, no company, for no political nor financial purpose. No one profits — but you!

Their longer original submission also asks a series of related questions — like why can't we have software without AI? (Along with "Why is AMD stamping AI on local-processors?" and "Should AI be crowned the ultimate hype?") But this question seems to be at the heart of their concern. "What future will anyone have if anything they really wanted to do — could be mimicked and sold by the ill-gotten work of others...?"

"Could local, open-source, AI software be the only answer to dishearten billionaire companies from taking and selling back to their customers — everything we have done? Could we not...instead — steal their dream?!"

Share your own thoughts and answers in the comments. Where are the open-source, local-only AI solutions?
Programming

Why Microsoft's Developers are Porting TypeScript to Go (infoworld.com) 49

Tuesday Microsoft "surprised everyone," writes Neowin, "by announcing a new change that will radically improve TypeScript performance" — porting TypeScript to Go.

InfoWorld writes that "The initiative promises dramatic improvements in editor startup speed, build times, and memory usage, making it easier to scale TypeScript to large code bases, Microsoft said." Microsoft's TypeScript team expects to be able to preview command-line type-checking in Go-based tsc by mid-2025, and to deliver a feature-complete Go implementation of TypeScript by the end of the year. [You can build and run the Go code now from Microsoft's new working repository.] Developers who use Go-based TypeScript in the Visual Studio Code editor will feel the increased speed in the editor, Microsoft said. The company promises an 8x improvement in project load times, instant comprehensive error listings across entire projects, and greater responsiveness for all language service operations including completion lists, quick information, go to definition, and find all references. The new TypeScript will also support more advanced refactoring and deeper insights that were previously too expensive to compute, the company said.
Microsoft believes native Go implementations reduce build times by up to 10x, notes Neowin. But "Developers can expect TypeScript 6.0 to have some deprecations and breaking changes to support the upcoming Go-based version." Later this year, Microsoft will be releasing this new native Go implementation as TypeScript 7.0. The current JS-based TypeScript codebase will continue development into the 6.x series until TypeScript 7+ reaches sufficient maturity and adoption, since some projects may depend on certain API features, legacy configurations, or other things that are not supported by TypeScript 7+.
TypeScript's original creator Anders Hejlsberg recorded an announcement video — and also shared his thoughts in a GitHub discussion titled simply... "Why Go?" The TypeScript compiler's move to Go was influenced by specific technical requirements, such as the need for structural compatibility with the existing JavaScript-based codebase, ease of memory management, and the ability to handle complex graph processing efficiently. After evaluating numerous languages and making multiple prototypes — including in C# — Go emerged as the optimal choice...

Let's be real. Microsoft using Go to write a compiler for TypeScript wouldn't have been possible or conceivable in years past. However, over the last few decades, we've seen Microsoft's strong and ongoing commitment to open-source software, prioritizing developer productivity and community collaboration above all. Our goal is to empower developers with the best tools available, unencumbered by internal politics or narrow constraints. This freedom to choose the right tool for each specific job ultimately benefits the entire developer community, driving innovation, efficiency, and improved outcomes. And you can't argue with a 10x outcome!

Hejlsberg also addressed their choice of Go in an online interview with the Michigan TypeScript meetup.
Windows

End of Windows 10 Leaves PC Charities With Tough Choice (tomshardware.com) 125

With Microsoft ending free security updates for Windows 10 in October, millions of PCs that don't meet Windows 11's hardware requirements face an uncertain fate... Charities that refurbish and distribute computers to low-income individuals must choose between providing soon-to-be-insecure Windows 10 machines, transitioning to Linux -- despite usability challenges for non-tech-savvy users -- or recycling the hardware, contributing to ewaste. Tom's Hardware reports: So how bad will it really be to run an end-of-lifed Windows 10? Should people worry? [Chester Wisniewski, who serves as Director and Global Field CISO for Sophos, a major security services company] and other experts I talked to are unequivocal. You're at risk. "To put this in perspective, today [the day we talked] was Patch Tuesday," he said. "There were 57 vulnerabilities, 6 of which have already been abused by criminals before the fixes were available. There were also 57 in February and 159 in January. Windows 10 and Windows 11 largely have a shared codebase, meaning most, if not all, vulnerabilities each month are exploitable on both OSs. These will be actively turned into digital weapons by criminals and nation-states alike and Windows 10 users will be somewhat defenseless against them."

So, in short, even though Windows 10 has been around since 2015, there are still massive security holes being patched. Even within the past few weeks, dozens of vulnerabilities were fixed by Microsoft. So what's a charity to do when these updates are running out and clients will be left vulnerable? "What we decided to do is one year ahead of the cutoff, we discontinued Windows 10," said Casey Sorensen, CEO of PCs for People, one of the U.S.'s largest non-profit computer refurbishers. "We will distribute Linux laptops that are 6th or 7th gen. If we distribute a Windows laptop, it will be 8th gen or newer." Sorensen said that any PC that's fifth gen or older will be sent to an ewaste recycler.

[...] Sorensen, who founded the company in 1998, told us that he's comfortable giving clients computers that run Linux Mint, a free OS that's based on Ubuntu. The latest version of Mint, version 22.1, will be supported until 2029. "Ten years ago if we distributed Linux, they would be like what is it," he said. But today, he notes that many view their computers as windows to the Internet and, for that, a user-friendly version of Linux is acceptable.
Further reading: Is 2025 the Year of the Linux Desktop?
Apple

Leaked Apple Meeting Shows How Dire the Siri Situation Really Is (theverge.com) 51

A leaked Apple meeting reveals significant internal struggles with Siri's development, as AI-powered features announced last June have been delayed and may not make it into iOS 19. The Verge reports: Bloomberg (paywalled) has the full scoop on what happened at a Siri team meeting led by senior director Robby Walker, who oversees the division. He called the delay an "ugly" situation and sympathized with employees who might be feeling burned out or frustrated by Apple's decisions and Siri's still-lackluster reputation. He also said it's not a given that the missing Siri features will make it into iOS 19 this year; that's the company's current target, but "doesn't mean that we're shipping then," he told employees. "We have other commitments across Apple to other projects," Walker said, according to Bloomberg's report. "We want to keep our commitments to those, and we understand those are now potentially more timeline-urgent than the features that have been deferred."

The meeting also hinted at tension between Apple's Siri unit and the marketing division. Walker said the communications team wanted to highlight features like Siri understanding personal context and being able to take action based on what's currently on a user's screen -- even though they were nowhere near ready. Those WWDC teases and the resulting customer expectations only made matters worse, Walker acknowledged. Apple has since pulled an iPhone 16 ad that showcased the features and has added disclaimers to several areas of its website noting they've all been punted to a TBD date. They were held back in part due to quality issues "that resulted in them not working properly up to a third of the time," according to Mark Gurman.

[...] Walker told his staff that senior executives like software chief Craig Federighi and AI boss John Giannandrea are taking "intense personal accountability" for a predicament that's drawing fierce criticism as the months pass by with little to show for it beyond a prettier Siri animation. "Customers are not expecting only these new features but they also want a more fully rounded-out Siri," Walker said. "We're going to ship these features and more as soon as they are ready." He praised the team for its "incredibly impressive" work so far. "These are not quite ready to go to the general public, even though our competitors might have launched them in this state or worse," he said of the delayed features.

AI

JPMorgan Engineers' Efficiency Jumps as Much as 20% From Using Coding Assistant (reuters.com) 32

Tens of thousands of JPMorgan Chase software engineers increased their productivity 10% to 20% by using a coding assistant tool developed by the bank, its global chief information officer Lori Beer said. From a report: The gains present "a great opportunity" for the lender to assign its engineers to other projects, Beer told Reuters ahead of DevUp, an internal conference hosted by JPMorgan, bringing together its top engineers in India this year. The largest lender in the U.S. had a technology budget of $17 billion for 2024. Its tech workforce of 63,000 employees, with a third of them based in India, represents about 21% of its global headcount. The efficiency gains from the coding assistant will also allow JPMorgan's engineers to devote more time to high-value projects focusing on artificial intelligence and data, Beer said.
Apple

Apple Plans AirPods Feature That Can Live-Translate Conversations (yahoo.com) 32

Apple is planning a new AirPods feature that allows the earbuds to live-translate an in-person conversation into another language, Bloomberg reports, citing people with knowledge of the matter. From the report: The capability will be offered as part of an AirPods software upgrade due later this year, said the people, who asked not to be identified because the effort is private. It will be tied to iOS 19, the upcoming update to Apple's mobile-device operating system.
Windows

Windows Defender Now Flags WinRing0 Driver as Security Threat, Breaking Multiple PC Monitoring Tools (theverge.com) 52

Windows Defender has begun identifying WinRing0 -- a kernel-level driver used by numerous hardware monitoring applications -- as malicious software, causing widespread functionality issues for affected tools. The driver, which provides low-level hardware access necessary for reading fan speeds, controlling RGB lighting, and monitoring system components, is being quarantined due to potential security vulnerabilities that could be exploited by malware.

WinRing0 gained popularity among developers because it's one of only two freely available Windows drivers capable of accessing the SMBus registers needed for hardware monitoring functions. The affected applications include Fan Control, OpenRGB, MSI Afterburner, LibreHardwareMonitor, and multiple others that rely on this driver to communicate with system hardware.
Encryption

RCS Messaging Adds End-to-End Encryption Between Android and iOS (engadget.com) 13

The GSM Association has released new specifications for RCS messaging incorporating end-to-end encryption (E2EE) based on the Messaging Layer Security protocol, six months after iOS 18 introduced RCS compatibility.

The specifications ensure messages remain secure between Android and iOS devices, making RCS "the first large-scale messaging service to support interoperable E2EE between client implementations from different providers," said GSMA Technical Director Tom Van Pelt.

The system combines E2EE with SIM-based authentication to strengthen protection against scams and fraud. Apple confirmed it "helped lead a cross industry effort" on the standard and will implement support in future software updates without specifying a timeline. Google's RCS implementation has featured default E2EE since early 2024.
Google

As Chromecast Outage Drags On, Fix Could Be Days To Weeks Away (theregister.com) 19

On March 9, older Chromecast and Chromecast Audio devices stopped working due to an expired device authentication certificate authority that made them untrusted by Google's apps. While unofficial apps like VLC continue to function, Google's fix will require either updating client apps to bypass the issue or replacing the expired certificates, a process that could take weeks; however, Google has since announced it is beginning a gradual rollout of a fix. The Register reports: Tom Hebb, a former Meta software engineer and Chromecast hacker, has published a detailed analysis of the issue and suggests a fix could take more than a month to prepare. He's also provided workarounds here for folks to try in the meantime. We spoke to Hebb, and he says the problem is this expired device authentication certificate authority. [...] The fix is not simple. It's either going to involve a bit of a hack with updated client apps to accept or workaround the situation, or somehow someone will need to replace all the key pairs shipped with the devices with ones that use a new valid certificate authority. And getting the new keys onto devices will be a pain as, for instance, some have been factory reset and can't be initialized by a Google application because the bundled cert is untrusted, meaning the client software needs to be updated anyway.

Given that the product family has been discontinued, teams will need to be pulled together to address this blunder. And it does appear to be a blunder rather than planned or remotely triggered obsolescence; earlier Chromecasts have a longer certificate validity, of 20 years rather than 10. "Google will either need to put in over a month of effort to build and test a new Chromecast update to renew the expired certificates, or they will have to coordinate internally between what's left of the Chromecast team, the Android team, the Chrome team, the Google Home team, and iOS app developers to push out new releases, which almost always take several days to build and test," Hebb explained. "I expect them to do the latter. A server-side fix is not possible."

So either a week or so to rush out app-side updates to tackle the problem, or much longer to fix the problem with replaced certs. Polish security researcher Maciej Mensfeld also believes the outage is most likely due to an expired device authentication certificate authority. He's proposed a workaround that has helped some users, at least. Hebb, meanwhile, warns more certificate authority expiry pain is looming, with the Chromecast Ultra and Google Home running out in March next year, and the Google Home Mini in January 2027.

Firefox

Mozilla Warns Users To Update Firefox Before Certificate Expires (bleepingcomputer.com) 28

Mozilla is urging Firefox users to update their browsers to version 128 or later (or ESR 115.13 for extended support users) before March 14, 2025, to avoid security risks and add-on disruptions caused by the expiration of a key root certificate. "On 14 March a root certificate (the resource used to prove an add-on was approved by Mozilla) will expire, meaning Firefox users on versions older than 128 (or ESR 115) will not be able to use their add-ons," warns a Mozilla blog post. "We want developers to be aware of this in case some of your users are on older versions of Firefox that may be impacted." BleepingComputer reports: A Mozilla support document explains that failing to update Firefox could expose users to significant security risks and practical issues, which, according to Mozilla, include:

- Malicious add-ons can compromise user data or privacy by bypassing security protections.
- Untrusted certificates may allow users to visit fraudulent or insecure websites without warning.
- Compromised password alerts may stop working, leaving users unaware of potential account breaches.

It is noted that the problem impacts Firefox on all platforms, including Windows, Android, Linux, and macOS, except for iOS, where there's an independent root certificate management system. Mozilla says that users relying on older versions of Firefox may continue using their browsers after the expiration of the certificate if they accept the security risks, but the software's performance and functionality may be severely impacted.

Software

Apple Set To Unveil Boldest Software Redesign In Years Across Entire Ecosystem 138

New submitter CInder123 shares a report from TechSpot: Apple is undertaking one of the most significant software overhauls in its history, aiming to revamp the user interface across iPhone, iPad, and Mac devices. This ambitious update, set for release later this year, will fundamentally transform the look and feel of Apple's operating systems, enhancing consistency and the user experience.

The updates are part of iOS 19 and iPadOS 19, codenamed "Luck," and macOS 16, dubbed "Cheer," according to Bloomberg's Mark Gurman. He cited sources who requested anonymity since the project has yet to be officially announced. These major upgrades will introduce a new design language while simplifying navigation and controls. Apple's push for consistency across platforms aims to create a seamless user experience when switching between devices. Currently, applications, icons, and window styles vary significantly across macOS, iOS, and visionOS, leading to a disjointed experience.
Intel

Intel Appoints Lip-Bu Tan As CEO (cnbc.com) 21

Intel has appointed Lip-Bu Tan as its new CEO in an effort to turn around the struggling chipmaker, following the resignation of Pat Gelsinger. CNBC reports: Tan was previously CEO of Cadence Design Systems, which makes software used by all the major chip designers, including Intel. He was an Intel board member but departed last year, citing other commitments. Tan replaces interim co-CEOs David Zinsner and MJ Holthaus, who took over in December when former Intel CEO Patrick Gelsinger was ousted. Tan is also rejoining Intel's board. [...] Intel shares rose over 12% in extended trading on Wednesday.
AI

US Schools Deploy AI Surveillance Amid Security Lapses, Privacy Concerns (apnews.com) 62

Schools across the United States are increasingly using artificial intelligence to monitor students' online activities, raising significant privacy concerns after Vancouver Public Schools inadvertently released nearly 3,500 unredacted, sensitive student documents to reporters.

The surveillance software, developed by companies like Gaggle Safety Management, scans school-issued devices 24/7 for signs of bullying, self-harm, or violence, alerting staff when potential issues are detected. Approximately 1,500 school districts nationwide use Gaggle's technology to track six million students, with Vancouver schools paying $328,036 for three years of service.

While school officials maintain the technology has helped counselors intervene with at-risk students, documents revealed LGBTQ+ students were potentially outed to administrators through the monitoring.
AI

OpenAI Pushes AI Agent Capabilities With New Developer API 8

An anonymous reader quotes a report from Ars Technica: On Tuesday, OpenAI unveiled a new "Responses API" designed to help software developers create AI agents that can perform tasks independently using the company's AI models. The Responses API will eventually replace the current Assistants API, which OpenAI plans to retire in the first half of 2026. With the new offering, users can develop custom AI agents that scan company files with a file search utility that rapidly checks company databases (with OpenAI promising not to train its models on these files) and navigate websites -- similar to functions available through OpenAI's Operator agent, whose underlying Computer-Using Agent (CUA) model developers can also access to enable automation of tasks like data entry and other operations.

However, OpenAI acknowledges that its CUA model is not yet reliable for automating tasks on operating systems and can make unintended mistakes. The company describes the new API as an early iteration that it will continue to improve over time. Developers using the Responses API can access the same models that power ChatGPT Search: GPT-4o search and GPT-4o mini search. These models can browse the web to answer questions and cite sources in their responses. That's notable because OpenAI says the added web search ability dramatically improves the factual accuracy of its AI models. On OpenAI's SimpleQA benchmark, which aims to measure confabulation rate, GPT-4o search scored 90 percent, while GPT-4o mini search achieved 88 percent -- both substantially outperforming the larger GPT-4.5 model without search, which scored 63 percent.

Despite these improvements, the technology still has significant limitations. Aside from issues with CUA properly navigating websites, the improved search capability doesn't completely solve the problem of AI confabulations, with GPT-4o search still making factual mistakes 10 percent of the time. Alongside the Responses API, OpenAI released the open source Agents SDK, providing developers free tools to integrate models with internal systems, implement safeguards, and monitor agent activities. This toolkit follows OpenAI's earlier release of Swarm, a framework for orchestrating multiple agents.
AMD

AMD Ryzen 9 9950X3D With 3D V-Cache Impresses In Launch Day Testing (hothardware.com) 31

MojoKid writes: AMD just launched its latest flagship desktop processors, the Ryzen 9 9950X3D. Ryzen 9 9950X3D is a 16-core/32-thread, dual-CCD part with a base clock of 4.3GHz and a max boost clock of 5.7GHz. There's also 96MB of second-gen 3D V-Cache on board. Standard Ryzen 9000 series processors feature 32MB of L3 cache per compute die, but with the Ryzen 9 9950X3D, one compute die is outfitted with an additional 96MB of 3D V-Cache, bringing the total L3 up to 128MB (144MB total cache). The CCD outfitted with 3D V-Cache operates at more conservative voltages and frequencies, but the bare compute die is unencumbered.

The Ryzen 9 9950X3D turns out to be a high-performance, no-compromise desktop processor. Its complement of 3D V-Cache provides tangible benefits in gaming, and AMD's continued work on the platform's firmware and driver software ensures that even with the Ryzen 9 9950X3D's asymmetrical CCD configuration, performance is strong across the board. At $699, it's not cheap but its a great CPU for gaming and content creation, and one of the most powerful standard desktop CPUs money can buy currently.

IT

Why Extracting Data from PDFs Remains a Nightmare for Data Experts (arstechnica.com) 65

Businesses, governments, and researchers continue to struggle with extracting usable data from PDF files, despite AI advances. These digital documents contain valuable information for everything from scientific research to government records, but their rigid formats make extraction difficult.

"PDFs are a creature of a time when print layout was a big influence on publishing software," Derek Willis, a lecturer in Data and Computational Journalism at the University of Maryland, told ArsTechnica. This print-oriented design means many PDFs are essentially "pictures of information" requiring optical character recognition (OCR) technology.

Traditional OCR systems have existed since the 1970s but struggle with complex layouts and poor-quality scans. New AI language models from companies like Google and Mistral now attempt to process documents more holistically, with varying success. "Right now, the clear leader is Google's Gemini 2.0 Flash Pro Experimental," Willis notes, while Mistral's recent OCR solution "performed poorly" in tests.
Businesses

Half-Past Four Is the New Five O'Clock in More Efficient Workday (bloomberg.com) 39

An anonymous reader shares a report: The average American workday now concludes at 4:39 p.m., a notable 36 minutes earlier than it did just two years ago when the clock-out time hovered around 5:21 p.m, according to the latest data from the workforce analytics and productivity software company ActivTrak.

The new report tracked the workplace behaviors of over 200,000 employees across 777 companies. Despite the shorter workday, the data suggests that overall productivity has increased by about 2%. Per ActivTrak, employees now engage in focused, 24-minute spurts of productivity.

"I hope to see these numbers remain consistent year-over-year when it comes to workday span and productivity," said Gabriela Mauch, the head of ActivTrak's Productivity Lab. "These are healthy numbers. We've adapted to a traditional workday on average, while offering flexibility and fluidity in a way that meets employees where they are." Seasonal fluctuations are another notable factor, the report found. Workers tend to put in longer hours during August and December. The August increase aligns with employees returning from vacation and starting to scramble to meet end-of-year goals, Mauch said. It may be that organizations also see the month of December as another chance to catch up, she added.

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