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Boring is good

The initial, feverish enthusiasm for large language models (LLMs) is beginning to cool, and for good reason. It’s time to trade the out-of-control hype for a more pragmatic, even “boring,” approach. A recent MIT report shows that 95% of companies implementing this technology have yet to see a positive outcome. It’s understandable to feel confused. When I get confused, I write. This is why I wrote the first part of this series, Hype is a Business Tool as the online debate had become so overheate

White House officials reportedly frustrated by Anthropic’s law enforcement AI limits

Anthropic's AI models could potentially help spies analyze classified documents, but the company draws the line at domestic surveillance. That restriction is reportedly making the Trump administration angry. On Tuesday, Semafor reported that Anthropic faces growing hostility from the Trump administration over the AI company's restrictions on law enforcement uses of its Claude models. Two senior White House officials told the outlet that federal contractors working with agencies like the FBI and

Irregular raises $80 million to secure frontier AI models

On Wednesday, AI security firm Irregular announced $80 million in new funding in a round led by Sequoia Capital and Redpoint Ventures, with participation from Wiz CEO Assaf Rappaport. A source close to the deal said the round valued Irregular at $450 million. “Our view is that soon, a lot of economic activity is going to come from human-on-AI interaction and AI-on-AI interaction,” co-founder Dan Lahav told TechCrunch, “and that’s going to break the security stack along multiple points.” Former

Gemini just aced the world's most elite coding competition - what it means for AGI

panithan pholpanichrassamee/Moment via Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways A Gemini model won gold at a challenging coding competition. The model correctly answered 10 out of 12 problems. The win could have major implications for AGI, says Google. In recent years, large language models (LLMs) have become an integral part of many software developers' toolkits, helping them build, refine, and deploy apps more quickly and effectively. Now,

Liquid Glass dark mode is giving iOS users vertigo

Ryan Haines / Android Authority TL;DR iOS 26 is out now for iPhone users, and many have been reporting problems with Liquid Glass dark mode icons looking crooked. The system renders these icons with a highlight around the edge, and at the wrong angle, an illusion can make them appear tilted. In motion, the effect should be far less noticeable, but screenshots can still look very off. There’s plenty of ribbing back-and-forth, some of it good-natured, some of it not, between Android and iOS us

Topics: 26 icons ios mode users

Is Data Modeling Dead?

Ok, not going to lie, I rarely find anything of value in the dregs of r/dataengineering, mostly I fear, because it’s %90 freshers with little to no experience. These green behind the ear know-it-all engineers who’ve never written a line of Perl, SSH’d into a server, and have no idea what a LAMP stack is. Weak. Sad. We used to program our way to glory, up hill both ways in the snow. All you do is script kiddy some Python code through Cursor. A recent post on Data Modeling, specifically that dat

AI models know when they're being tested - and change their behavior, research shows

pressureUA/iStock/Getty Images Plus via Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Several frontier AI models show signs of scheming. Anti-scheming training reduced misbehavior in some models. Models know they're being tested, which complicates results. New joint safety testing from UK-based nonprofit Apollo Research and OpenAI set out to reduce secretive behaviors like scheming in AI models. What researchers found could complicate promising ap

Ask HN: What's a good 3D Printer for sub $1000?

At least a 256x256x256mm print volume. Needs to be enclosed or enclosable. Need to be able to print with more durable, temperature/chemical resistant materials such as PC/Nylon/ABS or infused materials. I do not need to print multi material models. I would prefer something that doesn't phone home and can work offline. Opensource firmware/software and repairability are important. I am ok assembling the machine and learning how to dial it in. I can do CAD work and make models by hand; I was a mac

8BitDo’s wireless N64-inspired controller is 30 percent off

I’ve been seeing emails in my inbox every week about how RTX 50-series GPUs are in stock at many retailers, but the bigger news is that stock is apparently so plentiful that we’re seeing deals worth sharing. Whether you have a small form factor desktop build or not, thewith a triple-fan setup takes up just 2.5 slots in your case, making it a compact option if you’re trying to keep your components neatly tucked. This model debuted at $829.99, but for the past couple of weeks it has been available

With Lumo, Proton thinks it can carve a place at the AI table

Proton released Lumo — its privacy-focused chatbot built on open-source models — in mid-July, and, following an update in August that addressed some early issues, I find myself using it more often than ChatGPT or Claude. In a world where internet companies have done so much damage to our society, I'm trying to find more ethical tools. But when the competition offers flashier features in exchange for the low price of user data, does Proton seriously think it can compete? If Eamonn Maguire, Proto

Trump Mobile’s earliest actual phones are neither made in America, nor cheap

TL;DR Trump Mobile is now selling refurbished iPhones and Samsung Galaxy S series devices. The prices of these devices appear to be marked up compared to the market value of refurbished phones. You’re better off buying these devices directly from Apple or renowned sellers like Amazon, even if you want to use Trump Mobile’s service. Trump Mobile’s “Proudly American” T1 Phone is far from being available to American consumers. The carrier, backed by the Trump Organization, has been experimenting

Mac Mini Sale: Get Into MacOS for Less Than $500 Today

In the market for a new MacOS-based desktop, but don't have a lot of space to spare? Amazon is currently offering discounts on both the 256GB and 512GB model of the late 2024 Apple Mac Mini (8/10, WIRED Recommends) with the M4 chip. Apple's M4 CPU is at the heart of both versions of this miniaturized desktop, with 10 cores each for the CPU and GPU. Our reviewer Brenda Stolyar had no complaints about the performance, noting that it handled multiple browser tabs, chat programs, and other apps wit

How Google's new AI model protects user privacy without sacrificing performance

picture alliance/Contributor/picture alliance via Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways AI developers are trying to balance model utility with user privacy. New research from Google suggests a possible solution. The results are promising, but much work remains to be done. AI developers have long faced a dilemma: The more training data you feed a large language model (LLM), the more fluent and human-like its output will be. However, at th

Will I run Boston 2026?

Last year, we did a deep dive predicting the cutoff for the 2025 Boston Marathon. After the BAA announced the number of accepted time-qualified runners, our method was with 6 seconds of the actual cutoff. This year, we're revisiting our model with an additional data point. With the recent announcement of 33,267 applicants for the 2026 race, our updated model predicts a buffer of 5 minutes and 16 seconds. This time is based on an assumption: the BAA will allow 24,000 time-qualified runners. But

Will I Run Boston 2026?

Last year, we did a deep dive predicting the cutoff for the 2025 Boston Marathon. After the BAA announced the number of accepted time-qualified runners, our method was with 6 seconds of the actual cutoff. This year, we're revisiting our model with an additional data point. With the recent announcement of 33,267 applicants for the 2026 race, our updated model predicts a buffer of 5 minutes and 16 seconds. This time is based on an assumption: the BAA will allow 24,000 time-qualified runners. But

Google’s new Windows desktop app brings a Spotlight-like search bar to PC

is a news writer who covers the streaming wars, consumer tech, crypto, social media, and much more. Previously, she was a writer and editor at MUO. Posts from this author will be added to your daily email digest and your homepage feed. Google is testing a new search app for Windows. A blog post on Tuesday said the app, currently available on personal accounts via Google’s Search Labs, will allow you to use an Alt + Space shortcut to search for information from the files on your computer, in yo

Microsoft Favors Anthropic over OpenAI for Visual Studio Code

is a senior editor and author of Notepad , who has been covering all things Microsoft, PC, and tech for over 20 years. Posts from this author will be added to your daily email digest and your homepage feed. Microsoft is adding automatic AI model selection to its Visual Studio Code editor that will automatically pick the best model for “optimal performance.” This new auto model feature will select between Claude Sonnet 4, GPT-5, GPT-5 mini and other models for GitHub Copilot free users, but pai

Trucker built a scale model of NYC over 21 years

Reno may be “the biggest little city in the world,” but it's got some serious competition from the miniature New York City that hobbyist Joseph Macken built in his upstate New York basement over two decades. “I sat down in my basement, turned the camera on on my phone and just started talking about my first section, which was Downtown Manhattan,” the Clifton Park resident said on a recent Thursday about his viral TikToks on his roughly 50-by-30-foot scale model of the city. “It just took off.” T

Dolphin update makes GameCube and Wii games far less likely to crash

Robert Triggs / Android Authority TL;DR Dolphin release 2509 turns off Dual Core mode by default on desktop, fixing common crashes. The update also adds compatibility for three tricky Disney Wii games thanks to clever hacks. Bluetooth passthrough, which enables Wii Remote support, has been patched to work with more modern Bluetooth adapters. Dolphin has long been one of the most impressive emulators around, but despite more than 20 years of development, there’s still more work to be done. In

AI Is Bad at Sudoku. It's Even Worse at Showing Its Work

Chatbots are genuinely impressive when you watch them do things they're good at, like writing a basic email or creating weird, futuristic-looking images. But ask generative AI to solve one of those puzzles in the back of a newspaper, and things can quickly go off the rails. That's what researchers at the University of Colorado at Boulder found when they challenged large language models to solve sudoku. And not even the standard 9x9 puzzles. An easier 6x6 puzzle was often beyond the capabilities

Microsoft favors Anthropic over OpenAI for Visual Studio Code

is a senior editor and author of Notepad , who has been covering all things Microsoft, PC, and tech for over 20 years. Posts from this author will be added to your daily email digest and your homepage feed. Microsoft is adding automatic AI model selection to its Visual Studio Code editor that will automatically pick the best model for “optimal performance.” This new auto model feature will select between Claude Sonnet 4, GPT-5, GPT-5 mini and other models for GitHub Copilot free users, but pai

GPT‑5-Codex and upgrades to Codex

GPT‑5-Codex and upgrades to Codex. OpenAI half-released a new model today: GPT‑5-Codex, a fine-tuned GPT-5 variant explicitly designed for their various AI-assisted programming tools. I say half-released because it's not yet available via their API, but they "plan to make GPT‑5-Codex available in the API soon". I wrote about the confusing array of OpenAI products that share the name Codex a few months ago. This new model adds yet another, though at least "GPT-5-Codex" (using two hyphens) is un

Topics: code codex gpt model new

Google releases VaultGemma, its first privacy-preserving LLM

The companies seeking to build larger AI models have been increasingly stymied by a lack of high-quality training data. As tech firms scour the web for more data to feed their models, they could increasingly rely on potentially sensitive user data. A team at Google Research is exploring new techniques to make the resulting large language models (LLMs) less likely to "memorize" any of that content. LLMs have non-deterministic outputs, meaning you can't exactly predict what they'll say. While the

iOS 26: How to change Safari toolbar design on iPhone

The iOS 26 Safari browser on iPhone evokes the new design system featuring Liquid Glass, with floating toolbars and buttons that shine through the web page content behind them as you scroll. But Apple has also taken the opportunity to revamp the design of the toolbar UI. By default, iOS 26 now uses a Compact layout which hides away some of the commonly used buttons. However, there’s a way to change it back if you prefer something that looked like the iOS 18 design … For iOS 26, the new default

Harvard's new free AI tool could help treat Parkinson's, Alzheimer's, and even cancer

Nemes Laszlo/Science Photo Library/Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Harvard researchers designed a new AI model, PDGrapher. It can identify treatments to restore diseased cells to health. This could have larger impacts on drug discovery. While AI's most common use cases involve helping people with their everyday tasks, it can also go far beyond that, even helping make medical breakthroughs. Also: Can AI outdiagnose doctors? Microsoft

Crowdstrike and Meta just made evaluating AI security tools easier

fotograzia/Moment via Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways AI is both a cybersecurity threat and a solution. Benchmarks will test LLMs for real-world cybersecurity tasks. The suite could help developers build better models. Overwhelmed with cybersecurity tool options? A new set of benchmark tests aims to help you evaluate them and find the right ones for you. Also: Navigating AI-powered cyber threats in 2025: 4 expert security tips for b

Fixing Hallucinations Would Destroy ChatGPT, Expert Finds

In a paper published earlier this month, OpenAI researchers said they'd found the reason why even the most powerful AI models still suffer from rampant "hallucinations," in which products like ChatGPT confidently make assertions that are factually false. They found that the way we evaluate the output of large language models, like the ones driving ChatGPT, means they're "optimized to be good test-takers" and that "guessing when uncertain improves test performance." In simple terms, the creator

OmniFocus 4.8 gets on-device Apple Intelligence support

It should come as no surprise that Omni Group is ready for macOS Tahoe 26, iOS 26, iPadOS 26, and visionOS 26 on day one, with a full Liquid Glass revamp across its entire suite of apps. But beyond the visual overhaul, one of the most interesting additions is the support for Apple’s Foundation Models framework in OmniFocus 4.8. Here’s what it can do. Quick recap on Apple’s Foundation Models framework With today’s updates, Apple is introducing the Foundation Models framework, which lets develo

Show HN: Semlib – Semantic Data Processing

Semlib Semlib is a Python library for building data processing and data analysis pipelines that leverage the power of large language models (LLMs). Semlib provides, as building blocks, familiar functional programming primitives like map , reduce , sort , and filter , but with a twist: Semlib's implementation of these operations are programmed with natural language descriptions rather than code. Under the hood, Semlib handles complexities such as prompting, parsing, concurrency control, caching,

Apple Watch SE 3 vs. Watch SE 2: I compared the two models, and there's a clear winner

Rene Ramos/ZDNET/Apple Apple this week unveiled the new iPhone 17 lineup at its annual September hardware event, and its core smartwatch finally got a much-needed facelift. That's right, the Apple Watch SE 2 is officially retired, as the Watch SE 3 takes its place with fresh upgrades. The Watch SE 3 joins two other new wearables from Apple -- the Watch Series 11 and the more advanced Watch Ultra 3. While both of the latter watches saw some sizzling upgrades, the Watch SE 3 got some long-awaite

Topics: apple model new se watch