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From hallucinations to hardware: Lessons from a real-world computer vision project gone sideways

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more Computer vision projects rarely go exactly as planned, and this one was no exception. The idea was simple: Build a model that could look at a photo of a laptop and identify any physical damage — things like cracked screens, missing keys or broken hinges. It seemed like a straightforward use case for image models and large language models (

This new macOS Tahoe feature solves a common Mac complaint

9to5Mac is brought to you by CleanMyMac: Tidy up your Mac and iPhone today! Try 7 days free and use our code 9TO5MAC15 for 15% off. Also check out CleanMyPhone for your iPhone! With macOS 26 Tahoe this year, Apple introduced a new Control Center. Of course, it implements the new Liquid Glass design seen across the entire ecosystem, but it also brings a brand new feature to the Mac for the first time: third-party integrations. That, on its own, is a big deal, and was a greatly appreciated featu

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Life of an inference request (vLLM V1): How LLMs are served efficiently at scale

Life of an inference request (vLLM V1): How LLMs are served efficiently at scale Junhao Li Senior Software Engineer Ubicloud is an open source alternative to AWS. We offer managed cloud services that build on top of PostgreSQL, Kubernetes, vLLM, and others.‍ ‍vLLM is an open-source inference engine that serves large language models. We deploy multiple vLLM instances across GPUs and load open weight models like Llama 4 into them. We then load balance traffic across vLLM instances, run health

The AI Backlash Keeps Growing Stronger

Before Duolingo wiped its videos from TikTok and Instagram in mid-May, social media engagement was one of the language-learning app’s most recognizable qualities. Its green owl mascot had gone viral multiple times and was well known to younger users—a success story other marketers envied. But, when news got out that Duolingo was making the switch to become an “AI-first” company, planning to replace contractors who work on tasks generative AI could automate, public perception of the brand soured

OpenAI Loses 4 Key Researchers to Meta

Four OpenAI researchers are leaving the company to go to Meta, two sources confirm to WIRED. Shengjia Zhao, Shuchao Bi, Jiahui Yu, and Hongyu Ren have joined Meta’s superintelligence team. Their OpenAI Slack profiles have been deactivated. The Information first reported on the departures. It’s the latest in a series of aggressive moves by Mark Zuckerberg, who is racing to catch up to OpenAI, Anthropic and Google in building artificial general intelligence. Earlier this month, OpenAI CEO Sam Al

US surgeons complete first-ever heart transplant using robotics

What just happened? Surgeons at Baylor St. Luke's Medical Center in Houston have performed the nation's first fully robotic heart transplant, a milestone in American medicine. Completed in March, the procedure marks a significant leap in robotic cardiac surgery and offers new hope for patients with advanced heart failure. The patient, a 45-year-old man hospitalized for months with severe heart failure, became the first in the United States to receive a heart transplant using a minimally invasiv

Landmark deepfake law aims to give Danish citizens legal control over their digital identity

Denmark has proposed sweeping legislation to curb the rise of AI-generated deepfakes, positioning itself as a leader in European digital rights protection. The suggested amendment to Danish copyright law would grant individuals explicit ownership of their image, voice, and facial features – empowering them to demand the removal of unauthorized digital copies from online platforms. The move comes as deepfake technology grows more accessible and sophisticated. These digital forgeries convincingly

Stablecoins go mainstream: Why banks and credit card firms are issuing their own crypto tokens

In this article PYPL SHOP COIN CRCL V MA JPM Follow your favorite stocks CREATE FREE ACCOUNT A $44 billion IPO. A Senate bill with bipartisan momentum. And now, a wave of Fortune 500 firms launching crypto tokens of their own. Stablecoins — once a niche corner of the cryptocurrency world — are entering the corporate and policy mainstream, potentially reshaping how money moves in the United States and around the world. "Many of the users out there today are not aware of stablecoins, or not

Time Is Three-Dimensional and Space Is Just a Side Effect, Scientist Says

A fringe new theory suggests that time is the fundamental structure of the physical universe, and space is merely a byproduct. According to Gunther Kletetschka, a geologist — not a physicist, you'll note, but more on that later — from the University of Alaska Fairbanks, time is three-dimensional and the dimensions of space are an emergent property of it, a press release from the university explains. "These three time dimensions are the primary fabric of everything, like the canvas of a paintin

People Are Being Involuntarily Committed, Jailed After Spiraling Into "ChatGPT Psychosis"

As we reported earlier this month, many ChatGPT users are developing all-consuming obsessions with the chatbot, spiraling into severe mental health crises characterized by paranoia, delusions, and breaks with reality. The consequences can be dire. As we heard from spouses, friends, children, and parents looking on in alarm, instances of what's being called "ChatGPT psychosis" have led to the breakup of marriages and families, the loss of jobs, and slides into homelessness. And that's not all.

AI agents are hitting a liability wall. Mixus has a plan to overcome it using human overseers on high-risk workflows

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more While enterprises face the challenges of deploying AI agents in critical applications, a new, more pragmatic model is emerging that puts humans back in control as a strategic safeguard against AI failure. One such example is Mixus, a platform that uses a “colleague-in-the-loop” approach to make AI agents reliable for mission-critical work

I instantly improved Samsung Gallery’s search using its hidden menu, and you can too

Andy Walker / Android Authority Samsung devices are nothing if not goldmines for treasure hunters, particularly those dealing in hidden menus. Just glossing through Good Lock and its myriad modules indicates how customizable One UI is. However, not every new feature requires an external download. Often, these options are hidden within the stock skin — you need to know where to look. Do you use Samsung Gallery as your default gallery app? 88 votes Yes, it's my default gallery app on my Samsung

My picks for the best robot vacuums for pet hair: Roomba, Eufy, Ecovacs, and more

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

The best iRobot vacuums of 2025: Expert tested and reviewed

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

Lago (Open-Source Usage Based Billing) is hiring for ten roles

Why you should join Lago At Lago, we’re on a mission to make billing simpler, more transparent, and more adaptable for SaaS companies. As the leading open-source billing platform, we empower businesses to build flexible pricing models and scale with confidence. We’ve raised over $22 million in funding from top-tier investors, reflecting strong confidence in our vision and growth. Our platform has garnered over 7,000 stars on GitHub, a testament to our active and growing developer community. N

We ran a Unix-like OS Xv6 on our home-built CPU with a home-built C compiler

How we ran a Unix-like OS (Xv6) on our home-built CPU with our home-built C compiler [Thanks for many comments and votes on Hacker News! ] It’s been two years since I started working as a software engineer. I sometimes tell my colleagues about a student project I did in my junior year of university, and it’s so well-received that I’m writing this post. Now, let me ask you a question. Have you ever designed your own ISA, built a processor of that ISA on FPGA, and built a compiler for it? Furth

Warner Bros. Gives Up on ‘Akira’ Remake, But Hollywood Won’t

Well, it’s happened. After 20 years of shuffling creative teams and development hell, Warner Bros. finally called it and won’t remake Akira. But things aren’t ending there, according to the Hollywood Reporter. WB’s simply let go of the movie rights it acquired back in 2002. They’ve now returned to the manga’s publisher, Kodansha; according to THR, several producers and talents are already “lining up” for the chance to adapt it. No specific people were listed, ditto studios or streamers, but you

Best Handheld Gaming Consoles Right Now

Phones and tablets already do a fine job of playing tons of great games and streaming games from consoles or the cloud. Dedicated devices can provide unique features, exclusive games or extra power to do things your phone can't. The difference between types of game handhelds at the moment can feel vast, but let’s break it down into some clear categories. Handhelds can be full TV-connectable consoles, tinier versions of full PCs, or smaller, purpose-built ways to play retro games, indies, or even

Stop Wasting Money: 20 Pointless Kitchen Gadgets Chefs Warn Against

We all know how important preserving valuable kitchen space is. There's simply no room for single-function gadgets that are barely used, or worse, don't do much of anything at all. If you can't stand clutter -- and wasting money -- avoiding overrated and useless tools is a good place to start. To find out which kitchen tools aren't worth the space they occupy, I turned to five professional chefs. These career cooks are the ultimate authority on which kitchen gadgets should get the boot -- espec

The New Prescription Gummy That May Help With Hair Loss

You've tried the serums, the vitamins and the topical solutions. But have you tried a prescription gummy for hair loss? Hers, a telehealth company that provides online healthcare services and products for women, announced the launch of its Biotin plus Minoxidil Gummy, the first-of-its-kind prescription gummy formulated to support hair regrowth. Available through forhers.com, this gummy combines prescription-strength minoxidil, the only FDA-approved ingredient for female hair loss, with biotin, a

So Long, Blue Screen of Death. Amazingly, You'll Be Missed

For decades, the Blue Screen of Death, or BSOD to its friends, has instilled a mix of panic, dread, exasperation, and rage across countless Windows users. But now, Microsoft is getting ready to retire it. According to a Microsoft blog post, the Windows 11 crash screen—or, as the company puts it, “unexpected restart screen”—will soon adopt a distinctly more minimalist vibe. Along with scrapping the blue (in favor of a perhaps even more dread-inducing black), the revamp also ditches the sad face

Vitalik Buterin has reservations about Sam Altman’s World project

Ethereum co-founder Vitalik Buterin is arguing that the digital identification approach being promoted by Sam Altman’s World project has real privacy risks. Previously known as Worldcoin, World was created under Altman and Alex Blania’s Tools for Humanity. The organization says it can help distinguish between AI agents and human beings by scanning users’ eyeballs and creating a unique identity for them on the blockchain. In a lengthy post, Buterin noted that World’s approach of using zero-know

The ANBERNIC RG Slide is the Xperia Play I wish I had 15 years ago

ANBERNIC RG Slide The RG Slide is one of the most unique devices ANBERNIC has ever made, and it offers the right mix of nostalgic fun and solid performance to be a compelling choice for retro emulation. While many people are nostalgic for flip phones, sliders are the way to go for me. Sure, I had a basic flip phone in the early 2000s, but I didn’t really get excited about phones until I got my first sliding phone with a full QWERTY keyboard in 2006. That satisfying THWOMP made me feel like I wa

Why this Lenovo Yoga is one of the best MacBook Air alternatives (and it's $350 off)

ZDNET's key takeaways Lenovo's 10th-Gen Yoga Slim 9i retails for $1,760. It's a lightweight laptop with a striking design and an even more striking 4K OLED touchscreen. However, some will find its lack of ports limiting and the webcam low-quality. View now at Lenovo View now at Best Buy more buying choices One of the things I appreciate about Lenovo is its willingness to try new things with its products. The brand has developed powerful gaming handhelds and even a Windows 11/Android hybrid. T

The top 6 TVs our readers bought this year so far (including a surprise budget pick)

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

The best Kindles you can buy in 2025

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

Best blood pressure watches: I tested the top models that actually work

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or

The best HDMI cables of 2025

'ZDNET Recommends': What exactly does it mean? ZDNET's recommendations are based on many hours of testing, research, and comparison shopping. We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites. And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing. When you click through from our site to a retailer and buy a product or