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From multi-head to latent attention: The evolution of attention mechanisms

From Multi-Head to Latent Attention: The Evolution of Attention Mechanisms Vinithavn 7 min read · 15 hours ago 15 hours ago -- Listen Share Press enter or click to view image in full size What is attention? In any autoregressive model, the prediction of the future tokens is based on some preceding context. However, not all the tokens within this context equally contribute to the prediction, because some tokens might be more relevant than others. The attention mechanism addresses this by allow

Why did books start being divided into chapters? A new history

Perhaps it is the inevitable fate of any convention, but literary history does not, it turns out, have many examples of people appreciating great chaptering. In The History of English Prose Rhythm (1912) – one of the sources for James Joyce’s virtuosic-or-unreadable parodies of the evolution of English prose in Ulysses – George Saintsbury remarks on Thomas Malory’s decision to insert a chapter break at a decisive moment in his fifteenth-century Morte d’Arthur. At the end of chapter ten of the Mo

Massive Recall Doesn’t Affect 15% Leap in Company Share Price

The stock price of a company that is in the middle of a major recall still managed to see a 15% gain by the time the market closed Friday. That recall has been issued for nearly 760,000 power tools following reports of explosions and fire hazards. The move is one to watch because some companies in the power washer market are beginning to integrate into their devices. These AI-powered pressure washers can analyze the surface being cleaned and optimize their own performance to provide a better r

Why did dlclose not unload the library? (2023)

Recently, at work, we were debugging an issue where dlclose was not unloading the library . You might wonder why that even matters - if your library contains any global symbols, then their state will persist across a dlopen, dlclose sequence. In other words, your library isn’t starting from a clean state every time. In the case we were debugging, this issue manifested in the following fashion: We had two libraries libA and libB and libA dynamically depends on libB. When you dlopen libA, it also

This New iOS 26 Battery Feature Could Extend Your iPhone's Daily Power

I don't know anyone who's satisfied with their phone's battery life. We always want more power so we don't wind up with a tapped-out phone at the end of the day or the need to carry a portable charger everywhere. So I'm very curious to see how Adaptive Power affects iPhone battery life when iOS 26 is released, likely soon after the iPhone 17 is announced at Apple's Sept. 9 fall event. Currently, the iPhone uses as much power as it needs to perform its tasks. You can extend the battery life by d

My Blink Outdoor Camera Battery Lasted Nearly Two Years. Now It's 50% Off for Labor Day

Labor Day deal: The Blink Outdoor 4 security camera typically costs $100. Right now, you can get a two-pack of them for $90 -- a discount of more than 50% -- on Amazon during its Labor Day sale. CNET's key takeaways The Blink's Outdoor 4 security camera comes with lithium AA batteries that lasted me well over a year, unlike competitor cameras that need frequent recharging -- as often as every month. The Blink Outdoor 4 is one of the more affordable cams, at about $100, and it can often be fou

My Secret Weapon for All-Season Campervan Adventures Is This Portable AC

CNET's key takeaways The Wave 3 lists for $1,300, but often drops to $900. The optional battery pack adds between $550 and $900, depending on sales and deals. The Wave 3 offers enough cooling and heating for small spaces and does so reasonably quietly (it's still an air conditioner after all). While portable, the Wave 3 with the battery is fairly heavy at 55.1 pounds. A few years ago, I built a campervan out of a Ford Transit Connect. My goal when designing it was "tent replacement," not "ye

One of the best cheap smartwatches I've tested isn't made by Samsung or Google

Mobvoi TicWatch Pro 5 Enduro ZDNET's key takeaways The Mobvoi TicWatch Pro 5 Enduro is available in Obsidian black for $349 (but on sale for $175 at the time of writing). This Google Wear OS smartwatch offers long battery life, dual-display technology, and a sapphire glass display. The watch currently runs Wear OS 3.5 and is available in one larger size. $157.5 at Amazon Follow ZDNET: Add us as a preferred source on Google. For the past couple of years, I've been switching between various Go

Emulating aarch64 in software using JIT compilation and Rust

Emulating aarch64 in software using JIT compilation and Rust by Manos Pitsidianakis on 2025-08-25 I was able to write a simple just-in-time compiled emulator for the aarch64 ISA (Arm A-profile A64 Instruction Set Architecture). The Armv8-A/Armv9-A specs are massive in size, so the initial scope is for basic functionality and almost no optional architectural features such as SIMD. I wrote the emulator as an exercise in understanding how QEMU’s TCG (Tiny Code Generator) software emulation works

From Multi-Head to Latent Attention: The Evolution of Attention Mechanisms

From Multi-Head to Latent Attention: The Evolution of Attention Mechanisms Vinithavn 7 min read · 15 hours ago 15 hours ago -- Listen Share Press enter or click to view image in full size What is attention? In any autoregressive model, the prediction of the future tokens is based on some preceding context. However, not all the tokens within this context equally contribute to the prediction, because some tokens might be more relevant than others. The attention mechanism addresses this by allow

The Best Gadgets of August 2025

Wow, are we really here again? Already? It’s almost September, folks, and Gizmodo’s consumer tech team is firmly fixed on upcoming events like IFA 2025 in Berlin and Apple’s impending annual iPhone extravaganza (Meta Connect 2025 is mid-month, too!). That being said, there are still a lot of cool gadgets we reviewed in August that deserve one final look back before we dive face-first into a torrential run towards (gulps) CES 2026. ICYMI (make sure it never happens again), I’m rounding up this m

10 pocket-sized tools that make life easier - and how I use each

My keychain essentials. Adrian Kingsley-Hughes/ZDNET Follow ZDNET: Add us as a preferred source on Google. I've collected my fair share of multitools and gadgets, but I've lost track of how often I've needed one -- only to realize it's sitting at home or in the car. Carrying a full toolbox everywhere just isn't practical. What I do have with me almost all the time, though, is my keychain -- and it turns out, it's the perfect way to keep essential tools within reach. Also: Are Amazon Basics t

The No-CPU Amiga Demo Challenge

The No-CPU Amiga Demo Challenge This is an open challenge to create demos that run entirely on the Amiga custom chips without involving the CPU. This repository contains the rules of the challenge and a runner application for launching no-CPU demos. This is intended as a standard specification of the no-CPU platform for demo competitions. There will be a dedicated no-CPU Amiga demo competition at Gerp 2026, January 23-25, 2026. In addition, this is an ongoing challenge — an invitation to expl

Topics: amiga cpu demo memory ocs

Eric Trump Claims His Company Is Mining ‘3% of the World’s Bitcoin Every Single Day’

Eric Trump, the third child of President Donald Trump, showed up in Hong Kong this week to hawk his latest crypto venture and, according to him, it’s going to the moon. Trump spoke at Hong Kong’s Bitcoin Asia 2025 conference, the first stop in a planned series of crypto events across Asia featuring various Trump family members. At the conference, Trump declared that his family “loves” the crypto community and downplayed concerns about the president’s conflicts of interest with the industry. He

Great Scott! ‘Back to the Future’ Is Getting a Snazzy Theatrical Re-Release

Forty years after its release, Back to the Future‘s pop-culture presence is as strong as ever thanks to theme parks, the tie-in musical, a missing-guitar mystery, and simply the enduring love for the movie itself. Starting October 31, fans can revisit the Robert Zemeckis-directed, Steven Spielberg-produced time-travel classic on the big screen. And we do mean big: this re-release is targeting premium, large-scale formats, including Dolby Cinema, 4DX, and D-Box—as well as IMAX. According to a Un

Fixing an old .NET Core native library loading issue on Alpine

In this post I describe an issue I ran into at work when we were trying to test an app using Microsoft.Data.SQLite on Alpine Linux, and were running into this error: Unhandled exception. System.DllNotFoundException: Unable to load shared library 'e_sqlite3' or one of its dependencies . This post is primarily a walkthrough of the steps I took to solve the issue. I describe the problem itself, the environment in which it happened, the things we tried to isolate the issue, the eventual root cause,

This ‘Magical’ Material That Dissolves Like Candy Is Exactly What EVs Have Been Missing

The irony of eco-friendly electric vehicles is the mountainous load of electronic waste they produce. So far, most targeted efforts to recycle EV batteries have been expensive and chemically toxic—and they haven’t stuck. That could change soon, however, thanks to a promising breakthrough from MIT. In a Nature Chemistry paper published August 28, researchers describe a new type of self-assembling material that easily dissolves in organic solvents. It works reasonably well as the electrolyte in a

I took this MagSafe battery pack on vacation, but now it's an everyday carry

Benks ArmorGo 10K Qi2 Battery Pack ZDNET's key takeaways The Benks ArmorGo 10k battery pack is a Qi2 MagSafe charging option for $63. It features a 10K capacity battery, an Aramid fiber build, and comes in 2 colors. It's pretty chunky. View now at Benks I've tested dozens of MagSafe battery packs, and my biggest pet peeve is when they're too big. No one wants to be hoisting a brick to the back of their phone all day, but once you begin get to the 10,000 mAh capacity options, you might as well

Tesla asks court to toss wrongful death verdict that cost it $243 million

is transportation editor with 10+ years of experience who covers EVs, public transportation, and aviation. His work has appeared in The New York Daily News and City & State. Posts from this author will be added to your daily email digest and your homepage feed. Lawyers for Tesla filed a motion in court Friday to throw out a jury verdict that found the company’s Autopilot software had contributed to the death of a woman in a crash from 2019. Earlier this month, a jury found Tesla partially res

Deploying DeepSeek on 96 H100 GPUs

by: The SGLang Team , May 05, 2025 DeepSeek is a popular open-source large language model (LLM) praised for its strong performance. However, its large size and unique architecture, which uses Multi-head Latent Attention (MLA) and Mixture of Experts (MoE), require an advanced system for efficient serving at scale. In this blog, we explain how we match DeepSeek's inference system performance with SGLang. Our implementation, shown in the figure above, runs on 12 nodes in the Atlas Cloud, each equ

Roborock’s Anniversary Blowout Sale Includes $1,000 Off the Incredible Saros Z70 Robot Vacuum

Roborock’s throwing a huge party for its 11th anniversary, and there’s just one catch. At this bash, you’re the one getting the gifts, and they’re pretty incredible. Roborock is celebrating its 11-year journey from humble startup to the world’s top-selling robot vacuum brand, with units placed in over 19 million homes in over 230 countries. Along the way, Roborock’s technological advances have come in quantum leaps from LDS laser navigation to 3D ToF sensing with a sampling frequency 21 times hi

Google will throttle Pixel 10 charging, battery and that makes me upset

C. Scott Brown / Android Authority Google announced a mandatory Battery Health Assistance (BHA) feature for the Pixel 9a earlier this year. This feature essentially reduces the battery’s effective capacity and charging speeds as the cell ages, in the name of safety. This greatly concerned me, as the feature was optional for previously released Pixel phones. Now, Google has confirmed that this feature is also mandatory on the Pixel 10 series of phones. And this decision isn’t great at best and

The Trump family crypto empire looks to Asia: Eric Trump talks Bitcoin in Hong Kong

Eric Trump and Donald Trump Jr during the Bitcoin 2025 conference in Las Vegas, Nevada, US, on Wednesday, May 28, 2025. Bloomberg | Bloomberg | Getty Images Eric Trump said Friday he is certain bitcoin will eventually hit a $1 million valuation as he spoke at a Hong Kong conference, marking the first of a series of Asian crypto events that will feature U.S. President Donald Trump's sons. Speaking at Hong Kong's Bitcoin Asia 2025 conference, Eric Trump discussed his strong involvement in the cry

Changing these 7 settings on my Samsung phone improved its battery life by hours

Kerry Wan/ZDNET Follow ZDNET: Add us as a preferred source on Google. Samsung's Galaxy smartphones are some of the best Android phones available today, thanks to their responsive and feature-rich software. But most Samsung phones -- especially the flagships like the Galaxy S25 Ultra, Galaxy Z Fold 7, and Z Flip 7 -- come with over-the-top features that you might not use daily. If your new Galaxy phone isn't lasting an entire day on a single charge, there are ways to make the most of what you

A deep dive into Debian 13 /tmp: What's new, and what to do if you don't like it

Debian 13 “Trixie” introduces an important change to /tmp. Traditionally, it’s been just another filesystem, albeit with some special permissions that allows everyone on the system to use it without being able to remove each other’s files. In Trixie, it’s been moved off the disk into memory – specifically a type of memory called tmpfs. To quote the tmpfs man page: The tmpfs facility allows the creation of filesystems whose contents reside in virtual memory. Since the files on such filesystems

Here’s where to get the factory images for your new Pixel 10

C. Scott Brown / Android Authority TL;DR The factory images for the Pixel 10 series have been posted online. The factory images for the Pixel 10 Pro Fold are not up yet. It’s August 28, which means today is the day that Pixel 10 shipments go out. After all the leaks, it’s nice to finally see the device starting to land in the hands of owners. Along with the release of the new flagship phone, Google also picked today to post the Pixel 10 family’s factory images. Don’t want to miss the best fr

A Deep Dive into Debian 13 /tmp: What's New, and What to Do If You Don't Like It

Debian 13 “Trixie” introduces an important change to /tmp. Traditionally, it’s been just another filesystem, albeit with some special permissions that allows everyone on the system to use it without being able to remove each other’s files. In Trixie, it’s been moved off the disk into memory – specifically a type of memory called tmpfs. To quote the tmpfs man page: The tmpfs facility allows the creation of filesystems whose contents reside in virtual memory. Since the files on such filesystems

780,000 Ryobi Pressure Washers Recalled Due to Explosion Risk

Owning a pressure washer can seem like a boon for homeowners wanting to clean decks, driveways and other outdoor surfaces. But if you own one, check the brand and model immediately: around 780,000 Ryobi-branded pressure washers sold at Home Depot and other US and Canadian retailers are being recalled. The hazard is serious, according to a notice posted Thursday by the Consumer Product Safety Commission. "The pressure washer's capacitor can overheat and burst, causing parts to be forcefully ejec

The Duty-Free Loophole Is Closing. What That Means for You—and Your Packages

Want to buy something online and have it shipped into the US? Well, get ready to pay more for the privilege. Starting Friday, small packages imported into the country will be subjected to a duty. The Trump administration is levying a new tax on all packages coming into the country—regardless of value—starting August 29. This is the latest push in President Trump’s global trade war. The new policy is the result of an executive order issued in July that officially suspended the de minimis import