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Compiling LLMs into a MegaKernel: A path to low-latency inference

One of the most effective ways to reduce latency in LLM inference is to fuse all computation and communication into a single megakernel — also known as a persistent kernel. In this design, the system launches just one GPU kernel to execute the entire model — from layer-by-layer computation to inter-GPU communication — without interruption. This approach offers several key performance advantages: Eliminates kernel launch overhead, even in multi-GPU settings, by avoiding repeated kernel invocatio

Topics: gpu graph kernel mpk task

Best Internet Providers in Florida

What's the best internet provider in Florida? Looking for the best internet provider in the Sunshine State? Our broadband experts have compiled the best broadband providers in Florida to help you choose the right one for your needs. From DSL to fixed wireless to fiber, Florida's range of broadband providers can vary dramatically in affordability and speed. The best overall internet service provider in Florida is AT&T Fiber, thanks to its affordable plans and fast speeds. The plans start at $55

iPhone 'Flip': The Apple Foldable Is Still Rumored To Come in 2026

We're half a decade into foldable phones, with plenty of devices from Samsung, Google and Motorola (as well as others from Oppo, Huawei and more) for consumers to choose between. Yet among big phone makers, only Apple still lacks one in its lineup. The latest flexible-screen devices, like the Galaxy Z Fold 6, the Motorola Razr Plus reboot and the Pixel 9 Pro Fold show mature designs and robust bending displays, leaving the foldables niche handily dominated by Android devices. Recurring leaks and

Trump gives TikTok another ban extension

is a senior policy reporter at The Verge, covering the intersection of Silicon Valley and Capitol Hill. She spent 5 years covering tech policy at CNBC, writing about antitrust, privacy, and content moderation reform. For the third time, President Donald Trump has extended the deadline for TikTok to spin out from its Chinese parent company or face a US ban. As White House Press Secretary Karoline Leavitt confirmed in a statement Tuesday, Trump signed an executive order on Thursday extending the

Spotify lossless streaming edges closer with new in-app references to ’24-bit’ and FLAC

After years (and years, and years) of waiting and speculation, Spotify’s long-promised lossless audio feature appears to be inching closer to reality. The latest desktop app builds now show multiple references to “Lossless” streaming, giving users the loudest sign yet that higher-fidelity streaming could soon roll out. Here’s what to expect. Lossless options appear in streaming settings and Spotify Connect menus Screenshots shared earlier today by the X account @spicetifyapp, which focuses on

Midjourney adds AI video generation

AI company Midjourney has released its first video model. This initial take on AI-generated video will allow users to animate their images, either ones made in Midjourney or uploaded from a different source. The initial results will be five-second clips that a user can opt to extend by four seconds up to four times. Videos can be generated on web only for now and require at least a $10 a month subscription to access. Introducing our V1 Video Model. It's fun, easy, and beautiful. Available at 10

Testing a Robust Netcode with Godot

Testing a Robust Netcode with Godot The biggest challenge I faced in developing Little Brats! was the online multiplayer part: synchronizing computers with sometimes consequent latency while maintaining the “fast-paced action game” aspect was far from simple. I'll tell you all about it! Lag compensation, prediction/reconciliation, etc. I'm not going to do a detailed tutorial on these points, as there are tons of them already, but to give you an idea of the principle: when a client computer pe

Compiling LLMs into a MegaKernel: A Path to Low-Latency Inference

One of the most effective ways to reduce latency in LLM inference is to fuse all computation and communication into a single megakernel — also known as a persistent kernel. In this design, the system launches just one GPU kernel to execute the entire model — from layer-by-layer computation to inter-GPU communication — without interruption. This approach offers several key performance advantages: Eliminates kernel launch overhead, even in multi-GPU settings, by avoiding repeated kernel invocatio

Topics: gpu graph kernel mpk task

Star Quakes and Monster Shock Waves

Like the simulation depicting how a neutron star cracks, this one also predicts the characteristics of the resulting flares astronomers might see through telescopes. In the fleeting moments when monster shock waves rip outward and a black hole pulsar forms, telescopes may be able to catch outbursts of radio waves or a combination of X-rays and gamma rays. In short, the simulations performed by Most and colleagues provide a deeper understanding of the physics driving some of the most energetic ev

Maximum Football launches on PC and consoles as community-driven football sim

Maximum Football has debuted on the game consoles and the PC as a community-driven football sim from Maximum Entertainment. The game is officially out now on PlayStation5, Xbox Series X|S, and PC via Steam. Following a successful period in Steam Early Access and Xbox Game Preview, today marks the game’s full 1.0 launch, bringing with it a wave of new content, polish, and performance upgrades. Since its initial early access release, Maximum Football has grown with direct input from its passiona

Google Phone’s Material 3 Expressive revamp and new call gestures are starting to roll out

Aamir Siddiqui / Android Authority TL;DR Google has started rolling out the Phone app’s Material 3 Expressive redesign on the beta channel. The updated interface brings visual changes to the in-call screen and Recent tab. It also introduces two new incoming call gesture options for the incoming call screen. Google has started rolling out the Material 3 Expressive redesign of its Phone app to some users, which we first spotted in a teardown late last month. It includes visual changes for the

Nintendo just revealed Pauline as a surprise character in Donkey Kong Bananza

Nintendo just dropped a ton of details about the next major Switch 2 first-party game. Donkey Kong Bananza was the star of a Nintendo Direct livestream this morning and it was filled to the brim with nifty tidbits to get fans excited about the 3D platformer. The biggest news is the addition of Pauline as DK's sidekick. She goes all the way back to the original Donkey Kong arcade game. Nintendo really pulled a fast one here, as the first trailer showed the sidekick as an anthropomorphic rock of

Steam adds more accessibility features

Steam has introduced a new batch of features for improved accessibility in the latest beta of the gaming client. The platform is adding a sliding scale for adjusting UI size, a high contrast mode to make text and buttons more distinct from the background, and a reduce motion setting to disable select animations and page transitions. These three features are available for devices running SteamOS and in Steam's Big Picture Mode, which displays a full-screen user interface for easier legibility. I

End of 10: Upgrade your old Windows 10 computer to Linux

Support for Windows 10 ends on October 14, 2025. Microsoft wants you to buy a new computer. But what if you could make your current one fast and secure again? If you bought your computer after 2010, there's most likely no reason to throw it out. By just installing an up-to-date Linux operating system you can keep using it for years to come. Installing an operating system may sound difficult, but you don't have to do it alone. With any luck, there are people in your area ready to help! Find so

What would a Kubernetes 2.0 look like

Around 2012-2013 I started to hear a lot in the sysadmin community about a technology called "Borg". It was (apparently) some sort of Linux container system inside of Google that ran all of their stuff. The terminology was a bit baffling, with something called a "Borglet" inside of clusters with "cells" but the basics started to leak. There was a concept of "services" and a concept of "jobs", where applications could use services to respond to user requests and then jobs to complete batch jobs t

In Praise of "Normal" Engineers

This article was originally commissioned by Luca Rossi (paywalled) for refactoring.fm, on February 11th, 2025. Luca edited a version of it that emphasized the importance of building “10x engineering teams” . It was later picked up by IEEE Spectrum (!!!), who scrapped most of the teams content and published a different, shorter piece on March 13th. This is my personal edit. It is not exactly identical to either of the versions that have been publicly released to date. It contains a lot of the so

Best Internet Providers in St. Louis, Missouri

What is the best internet provider in St. Louis? CNET recommends Spectrum as the best internet provider in St. Louis. It offers wide coverage, fast speeds and solid pricing. However, if Spectrum isn’t available at your place, AT&T Fiber and Verizon 5G Home Internet are great alternatives. For budget plans, Spectrum starts at $25 a month for eligible households. Verizon and T-Mobile plans can drop to $35 a month with mobile bundles. Need serious speed? AT&T Fiber offers 2Gbps and 5Gbps plans, m

TikTok's Clock Keeps Running: Trump Extends Sale Deadline Again

The clock just never seems to run out for TikTok. President Donald Trump on Thursday signed an executive order granting the wildly popular social media app another 90 days to strike a deal to sell itself to a buyer deemed fit by US officials or face a federal ban. The newest extension pushes the deadline to Sept. 17. The ban was originally set to take affect back in January, but has now been pushed back three times by Trump, who has both admitted a fondness for TikTok and repeatedly promised t

Files by Google is getting a little more of that Material 3 Expressive flair (APK teardown)

Edgar Cervantes / Android Authority TL;DR Google’s currently updating its Android library with Material 3 Expressive design language. Following an initial look last month, we’ve spotted further signs of Files by Google’s M3E redesign. The app is experimenting with new, more intuitive icons and some revised screen layouts. Who doesn’t love reinventing themselves with a new look for summer? When it comes to Google and its Android apps, right now that means gussying them up with a fresh dose of

Best Internet Providers in Brooklyn, New York

What is the best internet provider in Brooklyn? CNET's experts recommend Verizon Fios as the best internet service provider in Brooklyn, New York. The fiber provider offers outstanding customer care and fast, nearly symmetrical speeds. If Verizon Fios isn't available at your address, Optimum and Spectrum are excellent alternatives. If you're looking for the most affordable broadband, Astound Broadband, Spectrum and Starry offer plans starting at $30 per month. Astound offers the best value and

First Call of Duty Black Ops 6 Double XP Weekend Dates Announced for Season 4

It's finally time to get ahead on the battle pass with the first set of double XP boosts in Black Ops 6 Season 4. Developer Treyarch has your back with a new double XP weekend featuring three boosts for players to take advantage of -- you'll be able to speed through account levels, weapon attachment unlocks and battle pass tiers to kickstart your advancement of the newest seasonal content. This double XP weekend runs from Thursday to Monday. Anyone playing Black Ops 6 during the event period ha

Elden Ring Nightreign is getting even harder bosses

is a news editor covering technology, gaming, and more. He joined The Verge in 2019 after nearly two years at Techmeme. The bosses in Elden Ring Nightreign are already pretty tough. But if you’ve gotten good and need a harder challenge, you’ll be able to take on “Everdark Sovereigns,” which are more difficult versions of the game’s Nightlord foes you face to conclude a run. “These limited-time versions of the Nightlords are extremely challenging and pose an even greater threat to the Nightfare

Trump confirms further delay to TikTok ban or sale deadline

Trump confirms further delay to TikTok ban or sale deadline President Donald Trump has extended the deadline for TikTok's sale in the US for a further 90 days. The video-sharing app has faced questions over its future after the US passed a law last year requiring the app to be banned unless sold by its Chinese parent company, ByteDance. Lawmakers said it posed a risk to national security - something TikTok denies. Trump, who vowed to save TikTok during his presidential campaign, signed an ex

EU: Apple and Meta won’t face immediate sanctions after June 26 DMA deadline

With the first big enforcement deadline under the EU’s new Digital Markets Act (DMA) just days away, the European Commission is signaling a more measured approach toward two of the law’s highest-profile targets: Apple and Meta. Here’s what today’s news means in context. 60-day grace period to end on June 26 In April, both companies were fined (€500 million for Apple, €200 million for Meta) for failing to meet their DMA obligations and given 60 days to start complying. That window officially cl

The Fairphone 6 leaks ahead of its rumored late June launch

The Fairphone 6 is widely expected to get an official unveiling in the next week but the leadup to the repairable smartphone’s launch has been leakier than a bad tap. In a new report from WinFuture , purported images of the Fairphone 6 show that it’ll feature two back covers: one for the main body covering the cameras, and a lower panel that can be easily removed by loosening a few visible screws. Doing so grants access to the battery, which WinFuture notes is not glued down, though swapping it

Microsoft wants you to buy a new computer. Make your current one secure again?

Support for Windows 10 ends on October 14, 2025. Microsoft wants you to buy a new computer. But what if you could make your current one fast and secure again? If you bought your computer after 2010, there's most likely no reason to throw it out. By just installing an up-to-date Linux operating system you can keep using it for years to come. Installing an operating system may sound difficult, but you don't have to do it alone. With any luck, there are people in your area ready to help! Find so

Painting with Math: A Gentle Study of Raymarching (2023)

Most of my experience writing GLSL so far focused on enhancing pre-existing Three.js/React Three Fiber scenes that contain diverse geometries and materials with effects that wouldn't be achievable without shaders, such as my work with dispersion and particle effects. However, during my studies of shaders, I always found my way to Shadertoy, which contains a multitude of impressive 3D scenes featuring landscapes, clouds, fractals, and so much more, entirely implemented in GLSL. No geometries. No

Midjourney launches an AI video generator

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. Midjourney has released the first version of its video generation model to the public. For now, the tool can generate short videos based on images uploaded or created on the platform, but Midjourney plans on rolling out more capabilities in the future. After creating an image using Midjourney, the service will show a new “animate” button that users

Netflix to offer live TV channels for the first time in deal with France's TF1

The big picture: The media landscape is rapidly evolving as streaming platforms and traditional broadcasters explore new partnerships to engage viewers. With Netflix now adding linear TV channels featuring live sports and games, the streaming giant is starting to resemble the very cable TV model it once sought to disrupt. Netflix is set to break new ground in the television industry by offering live, linear TV channels for the first time, following a landmark agreement with France's largest com