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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

Today's NYT Connections: Sports Edition Hints and Answers for June 29, #279

Looking for the most recent regular Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles. Today's Connections: Sports Edition might be tough. But all you Hoosiers will nail the yellow category, I think. Read on for hints and the answers. Connections: Sports Edition is out of beta now, making its debut on Super Bowl Sunday, Feb. 9. That's a sign that the game has earned enough loya

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

Scientists Intrigued by Comet With Jets Blasting From Its Interior

What can a comet tell us about the Universe? Vomit Comet Astronomers have detected a gigantic comet — possibly the largest ever discovered — and it's spewing gases from its nucleus as it shoots through our cosmic neighborhood. Comet C/2014 UN271 (Bernardinelli-Bernstein) is 85 miles in diameter, far bigger than the six-mile asteroid that ended the age of the dinosaurs, according to a new study in The Astrophysical Journal Letters. But thankfully, it's pretty far away — in the vicinity of Nept

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

A short history of web bots and bot detection techniques

Did you know your favorite website can detect when you’re browsing it in public transport and when you scroll it laying in your bed? Today we’ll learn how they can do it and how this info is used to fight bots. I gave this talk at Google Developer Student Club Žilina, and CodeBeer in Bratislava last year. To be honest, I had already forgotten about it, but recently I found it in my notes, and damn, this stuff is interesting! So after a bit of editing and updates, here it is as an article. A sm

The best NAS devices of 2025: Expert tested

As data storage needs grow from megabytes to terabytes, professionals in fields like video production recognize the importance of local storage alongside cloud solutions. However, local storage poses risks because hard drives can fail. This is where Network-Attached Storage (NAS) systems come in. NAS utilizes RAID (Redundant Array of Independent Disks) technology to distribute data across multiple drives, protecting against drive failures and enhancing performance. With NAS, you can ensure your

This thumb-sized accessory gave my old PC an instant speed boost (and double the storage)

ZDNET's key takeaways PNY 1TB CS3150 M.2 storage drive, available for around $170. Overall, it's a fast M.2 drive with active cooling to keep running temperatures below the maximum rated temperature. The heatsink makes the drive rather bulky, and you will need a 4-pin fan header on the motherboard to power the fans. $169.99 at B&H Photo-Video In the not-so-distant past, the solution for speed-boosting an aging and sluggish PC was to add more RAM or upgrade the processor. Now, the way to sail

AlphaGenome: AI for Better Understanding the Genome

Science AlphaGenome: AI for better understanding the genome Share Copy link × Introducing a new, unifying DNA sequence model that advances regulatory variant-effect prediction and promises to shed new light on genome function — now available via API. The genome is our cellular instruction manual. It’s the complete set of DNA which guides nearly every part of a living organism, from appearance and function to growth and reproduction. Small variations in a genome’s DNA sequence can alter a

AT&T finally settles its 2019 and 2024 breaches: Are you eligible for a payout?

Edgar Cervantes / Android Authority TL;DR AT&T has settled two data breaches (from 2019 and 2022) for a combined total of $177 million. Affected customers could receive payments up to $5,000, though smaller amounts are likely unless significant losses are proven. Notifications will arrive between August and October, with claims due by mid-November, but payments aren’t expected until early 2026. Last year, AT&T confirmed it was the victim of a massive data breach involving customer data, call

The inference trap: How cloud providers are eating your AI margins

This article is part of VentureBeat’s special issue, “The Real Cost of AI: Performance, Efficiency and ROI at Scale.” Read more from this special issue. AI has become the holy grail of modern companies. Whether it’s customer service or something as niche as pipeline maintenance, organizations in every domain are now implementing AI technologies — from foundation models to VLAs — to make things more efficient. The goal is straightforward: automate tasks to deliver outcomes more efficiently and s

Today's NYT Connections: Sports Edition Hints and Answers for June 28, #278

Looking for the most recent regular Connections answers? Click here for today's Connections hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle and Strands puzzles. Today's Connections: Sports Edition has some oddball categories that I wouldn't really consider sports. They're more like games, and hobbies or leisure activities. But you get the idea. Read on for hints and the answers. Connections: Sports Edition is out of beta now, making its debut on Supe

Supreme Court upholds Texas's porn site age verification law

The US Supreme Court has upheld a Texas law that could have broad implications for online free speech. The court ruled 6-3 in affirming Texas law HB 1181, which requires websites that host adult content to implement age verification. The nonprofit Free Speech Coalition petitioned the top court in April 2024 to review the law. (The organization represents the adult industry.) Texas was one of many states passing age-verification laws aimed at porn websites. Pornhub has exited 17 states due to si

Chase Sapphire Reserve Launches New $250 Apple Perk. I’m Not Falling for It

Chase/CNET The Chase Sapphire Reserve®* was updated earlier this week and now includes a number of new annual credits and other features, including an Apple Plus and Apple Music membership, valued at $250 annually (ends June 22, 2027). Chase also upped the card's annual fee. It now costs $795 annually, so you'll have to do more legwork to get enough value from the card to cover the cost. That likely means the average credit card user won't even want to consider this as an option. Which is fair

A New Threads Feature Saves You From Seeing and Posting Spoilers: Here's How It Works

Social media can accidentally spoil a streaming movie or show for those who haven't yet watched it. Threads, the popular social media platform from Meta, now has a new feature that could save you from spoiling your next watch. The new feature allows users to mark media and text posts as spoilers. If it's a photo, the spoiler will then appear blurred in feeds, and text will be grayed out. Clicking on both types makes the spoiler visible. Netflix and Marvel are the first major studios to use the

OpenAI’s API lead explains how enterprises are already succeeding with its Agents SDK and Responses API

Join the event trusted by enterprise leaders for nearly two decades. VB Transform brings together the people building real enterprise AI strategy. Learn more At VentureBeat’s Transform 2025 conference, Olivier Godement, Head of Product for OpenAI’s API platform, provided a behind-the-scenes look at how enterprise teams are adopting and deploying AI agents at scale. In a 20-minute panel discussion I hosted exclusively with Godement, the former Stripe researcher and current OpenAI API boss unpac

ChatGPT Use Is Rising But a Surprising Number of Americans Still Haven't Heard of It

About a third of American adults say they've used the generative AI tool ChatGPT, while one in five say they've never heard of it, according to new survey results released this week by the Pew Research Center. The 34% who said they have used the gen AI tool from OpenAI include 58% of adults under 30, the largest share among any age cohort. The share of ChatGPT users drops with age: 41% of those 30 to 49, 25% of those 50 to 64 and 10% of those 65 and older. There is also a correlation with educa

Substack Is Having a Moment—Again. But Time Is Running Out

Before June 8, the skilled and respected ABC News television journalist Terry Moran was neither a household name nor political lightning rod. That changed abruptly when Moran posted on X that Donald Trump’s deputy chief of staff Stephen Miller was “a world-class hater,” followed by an addendum that the president was a hater as well. (The post was later taken down.) While the statements were certainly defendable, they apparently violated ABC policy, and Moran was suspended, then dismissed. Moran,

Riot turns to sports betting to help fund its esports leagues

is a reporter who covers the business, culture, and communities of video games, with a focus on marginalized gamers and the quirky, horny culture of video game communities. As the esports industry searches for new sources of revenue, Riot Games has opened up its League of Legends and Valorant esports leagues to sports betting sponsorships. The decision will permit tier one organizations – or the highest level of professional players – in the North and South America and European esports leagues

Transmitting data via ultrasound without any special equipment

There are secret messages flying all around you all the time, being transmitted via, most of the time, electromagnetic waves going from antenna to antenna. ELOs “Secret Messages” is a song about posting conspiracy theories via WiFi. But what if you need to get a few bytes from device A to device B (one of the hard problems in computer science!) and you don’t feel like making sure they’re both connected to the same network? Well, fortunately, another channel is available to us - sound, or for a

Best Tablet 2025: Top Tablets From Apple, Samsung, Amazon and More

Tablets are portable computers that have great usability while being less complicated than a traditional computer. The best tablet is the one that's versatile enough for all kinds of use cases from home, school or work. While finding the best tablet for you isn't hard, knowing where to start can be overwhelming, and that's where CNET's testing and reviews can help. We've picked out the best of the best, and these tablets can do it all, including checking email, managing finances, testing your ar

Your TV's USB port is seriously underutilized: 5 features you're not taking advantage of

Adam Breeden/ZDNET After the initial setup, most people rarely engage directly with their smart TV. With wireless connectivity, phone apps, and remote controls, there's little need to. Tucked next to the essential HDMI ports, a USB 2.0 port -- likely sitting unnoticed on the back or side panel -- offers more potential than you might expect. Also: Don't cancel Netflix yet: I used these secret codes to unlock the full catalog of shows USB ports are easy to overlook, but they're a standard featu

Topics: drive port ports tv usb

There's Still Time to Grab 'Superman' Early Screening Tickets if You Have Prime

Don't want to wait until July 11 to watch James Gunn's Superman movie? If catching what's likely to be one of the biggest blockbusters of the summer three days early sounds like a game-changer, Amazon could be your hero. Until July 8 -- also the start of Amazon Prime Day -- Prime members in the US can now buy tickets for early access screenings of Superman that will take place in select theaters on July 8 at 7 p.m. local time, DC Studios and Amazon said earlier in June. A Prime membership costs

The Best Cat Toys for Your Furry Friend (2025)

Cats are beautiful, interesting, weird creatures. They're also very picky. Finding cat toys that they'll actually play with is tough, especially with the sheer oversaturation of the pet market today. Cats require a specific environment to play, scratch, and relax. Based on years of testing with our cats, these are our favorite WIRED-approved, tech-y cat toys (and furniture). Even if our cats rejected a particular product, we still examined overall construction, design, and value to determine whe

Topics: cat cats play toy toys

Apple Ads Aren't Cool Anymore. Here's What I Think Changed

Nothing about Apple's latest promotional video felt like Apple. For over 7 minutes, an awkward comedian explains to a sleepy audience of disinterested teens that the only way parents will buy them an expensive MacBook for college is to make a convincing PowerPoint business presentation. Problem was, the presentation wasn't convincing -- and it was hard to tell who the video was even targeting. Do the parents who raised the iPad generation need to be swayed to buy Apple products? Or was Apple tr

Apple tests if AI assistants can anticipate the consequences of in-app actions

As AI agents come closer to taking real actions on our behalf (messaging someone, buying something, toggling account settings, etc.), a new study co-authored by Apple looks into how well do these systems really understand the consequences of their actions. Here’s what they found out. Presented recently at the ACM Conference on Intelligent User Interfaces in Italy, the paper From Interaction to Impact: Towards Safer AI Agents Through Understanding and Evaluating Mobile UI Operation Impacts intro

Topics: actions agents ai ui user

Graphic artists in China push back on AI and its averaging effect

Sendi Jia, a designer running her own studio between Beijing, China, and London, England, says she mainly uses AI generators like DALL-E to make fake photos for background panels or websites when her clients don’t have access to real ones. That’s helped clients with limited budgets, but it’s also exposed just how much of the creative process AI can replace. Recently, a potential client working in a university contacted Jia about creating the logo for a new project. Then, they changed their mind.

We’re learning more about what weight-loss drugs do to the body

We know they can suppress appetite, lower blood sugar, and lead to dramatic weight loss. We also know that they come with side effects, which can include nausea, diarrhea, and vomiting. But we are still learning about some of their other effects. On the one hand, these seemingly miraculous drugs appear to improve health in other ways, helping to protect against heart failure, kidney disease, and potentially even substance-use disorders, neurodegenerative diseases, and cancer. But on the other,

Business leaders continue to push workers toward daily use of AI

ismagilov/Getty Images Daily AI usage for desk workers has grown by 233% since the beginning of the year, according to Salesforce's latest Slack Workforce Index based on a survey of 5,000 desk workers globally. AI now helps to create a competitive advantage by providing 64% more productivity and 81% more job satisfaction for those who use AI versus colleagues who don't. And the benefits of AI go far beyond task automation. Since November 2024, AI adoption among workers has risen 50%, with 60%

Sailing the fjords like the Vikings yields unexpected insights

Experimental archaeologist Greer Jarrett of Lund University in Sweden has been sailing in the footsteps of Vikings for the last three years. If you want to learn more about how and where the Vikings sailed, making the journey through the fjords yourself in replica boats is a practical, hands-on approach to achieving that end. Greer Jarrett, an archaeologist at Lund University in Sweden, has spent the last three years doing just that, sailing more than 5,000 kilometers along known Viking trade r