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“Bypassing” specialization in Rust

"Bypassing" specialization in Rust or How I Learned to Stop Worrying and Love Function Pointers I've spent nearly a year developing and refining my own FAT driver in Rust. For much of the last six months, I had to put the project on hold due to school commitments. However, I'm back now, especially since this project has become my most-starred repository on GitHub. During that journey, I (almost) learned how FAT and filesystems in general work behind-the-scenes and in my attempts to navigate the

The Big LLM Architecture Comparison

It has been seven years since the original GPT architecture was developed. At first glance, looking back at GPT-2 (2019) and forward to DeepSeek-V3 and Llama 4 (2024-2025), one might be surprised at how structurally similar these models still are. Sure, positional embeddings have evolved from absolute to rotational (RoPE), Multi-Head Attention has largely given way to Grouped-Query Attention, and the more efficient SwiGLU has replaced activation functions like GELU. But beneath these minor refi

Why I'm Betting Against AI Agents in 2025 (Despite Building Them)

Everyone says 2025 is the year of AI agents. The headlines are everywhere: "Autonomous AI will transform work," "Agents are the next frontier," "The future is agentic." Meanwhile, I've spent the last year building many different agent systems that actually work in production. And that's exactly why I'm betting against the current hype. I'm not some AI skeptic writing from the sidelines. Over the past year, I've built more than a dozen production agent systems across the entire software developm

Get Ready for These New Emoji, Which Are Coming Out This Fall

The Unicode Consortium is a nonprofit devoted to developing, maintaining and promoting software standards and data, and it also releases new emoji once a year. And on July 17, also known as World Emoji Day, Unicode announced that the newest emoji will debut this September as part of Unicode 17.0. Here are the new emoji you can expect to see later this year. Trombone Treasure chest Distorted face Hairy creature (Sasquatch) Fight cloud Apple core Orca Ballet dancers Landslide "These new

Topics: 17 emoji face new unicode

The Catholic Church Reportedly Called in an Exorcist to Deal With "Yeti Cult" Running Bizarre Blood Rituals at Archdiocese of Denver

What started as a routine weekend getaway for seminarians from the St. John Vianney Theological Seminary in 2024 took a hard turn into the surreal. The archdiocese of Denver confirmed that an exorcist was called in after a bizarre series of events involving a ceremonial dagger, a mysterious blood oath, and a man in a yeti costume. As first reported in an extensive investigation by The Pillar, a publication covering the Catholic church, the incident is causing controversy and raising questions a

"Bypassing" Specialization in Rust or How I Learned to Stop Worrying and Love F

"Bypassing" specialization in Rust or How I Learned to Stop Worrying and Love Function Pointers I've spent nearly a year developing and refining my own FAT driver in Rust. For much of the last six months, I had to put the project on hold due to school commitments. However, I'm back now, especially since this project has become my most-starred repository on GitHub. During that journey, I (almost) learned how FAT and filesystems in general work behind-the-scenes and in my attempts to navigate the

Psychiatric Researchers Warn of Grim Psychological Risks for AI Users

Without even looking at medical data, it's pretty clear that "artificial intelligence" — a vast umbrella term for various technologies over the years, but currently dominated by the data-hungry neural networks powering chatbots and image generators — can have life-altering effects on the human brain. We're not even three years out from the release of the first commercially-available LLM, and AI users have already been driven to paranoid breaks from reality, religious mania, and even suicide. A

How we tracked down a Go 1.24 memory regression

When Go 1.24 was released in early 2025, we were eager to roll it out across our services. The headline feature—the new Swiss Tables map implementation—promised reduced CPU and memory overhead. Our story begins while the new version was being rolled out internally. Shortly after deploying it to one of our data-processing services, we noticed an unexpected memory usage increase: We observed the same pattern, a ~20% increase in memory usage, across multiple environments before pausing the rollou

I’m using Samsung’s Voice Recorder to avoid this app’s premium plan

Ryan Whitwam / Android Authority I can’t be alone in wishing I’d kept a journal over the years. I’d love to reflect on what I was up to on certain days 20 years ago and how I was processing it all. Other than a few batches of photos and my increasingly fading memory, the records of my various travel adventures have mostly been lost. And those were the exciting times — the humdrum days in between have been almost entirely condemned to the mists of time. I don’t beat myself up about not keeping

A CarFax for Used PCs: Hewlett Packard wants to give old laptops new life

The United Nations’ Global E-waste Monitor estimates that the world generates over 60 million tonnes of e-waste annually. Furthermore, this number is rising five times as fast as e-waste recycling. Much of this waste comes from prematurely discarded electronic devices. Many enterprises follow a standard three-year replacement cycle, assuming older computers are inefficient. However, many of these devices are still functional and could perform well with minor upgrades or maintenance. The issue i

Brain Scans Reveal Why Waking Up Is Sometimes Such a Difficult Experience

Want to wake up feeling great? The secret might not be so simple as a multi-step nighttime routine, early bedtime, or a no-device rule. A new study suggests that how we fall asleep and how we wake up the next day may not be so similar as we once thought. Neuroscientists tracked 20 people’s brain activity as they woke up from sleep—sometimes naturally, sometimes by setting off an alarm—recording more than 1,000 awakenings in total. They found a pattern of neural activity signaled waking, but tha

Sales Tax Holidays: 17 States Are Holding Tax-Free Back-to-School Shopping Events This Summer. Here's When

State sales tax holidays usually run for one weekend, though some states offer longer exemptions. Tharon Green/CNET If you haven't already started buying back-to-school essentials, shopping during a sales tax holiday can offer some extra savings. These tax-free shopping events typically center on back-to-school items, offering discounts on clothing, school supplies, laptops and athletic gear. This year, 17 states are participating in a tax-free event, with one starting this weekend, and two m

Topics: free item items sales tax

These Are CNET's Favorite and Most-Used Emoji. Did Yours Make the List?

Every July 17, the internet comes together and celebrates World Emoji Day. The date was chosen because it's displayed on the 📅 calendar emoji, but it's a day to appreciate all emoji, even the more obscure ones, like the 🫙jar. And in honor of the internet holiday, I asked my colleagues at CNET what their favorite and most used emoji are. The rules for voting were simple: You could only vote once for your favorite emoji and once for your most-used emoji. There was more variety in the category of

Trying Guix: A Nixer's impressions

Trying Guix: A Nixer's Impressions People occasionally ask me how I think Guix compares to Nix. Let me set the stage: I've been using Nix for many years, have large projects using Nix, used to be very active in the Nix community, and even wrote multiple Nix language interpreters, so I'd say that I'm at least fairly comfortable with Nix. I'm also one of those people who live in Emacs. I'm no stranger to Lisps (although my experience with Scheme is limited) and am very fond of them. It feels nat

New embedding model leaderboard shakeup: Google takes #1 while Alibaba’s open source alternative closes gap

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Google has officially moved its new, high-performance Gemini Embedding model to general availability, currently ranking number one overall on the highly regarded Massive Text Embedding Benchmark (MTEB). The model (gemini-embedding-001) is now a core part of the Gemini API and Vertex AI, enabling developers to build applications such as sema

I'm Rebelling Against the Algorithm

I'm rebelling against the algorithm 14 Jul, 2025 I grew up on the internet. I'm old enough to remember when my news feeds actually ended. Remember the times before infinite scroll was engineered? I remember when algorithms weren't good enough to keep me in a trance-like state for eternity. Fast forward to today, I experience firsthand the horrible effects of the algorithms. We weren't meant to read the thoughts of 100s of people all at once. It's also not possible to fully check out from soci

The Halo Effect

Notes on the recent trend of “Hire and License Out” deals in AI Halos are made when souls leave their companies and ascend to the Clouds Over the last year, a new breed of deal structure has emerged in AI: an alternative to acquisitions and hiring that shares traits of both yet isn’t quite either. Companies like Inflection, Character AI, Adept, Covariant and most recently Windsurf have used this new structure in a common pattern. A core team from the startup–usually including the founders and

How to write Rust in the Linux kernel: part 3

How to write Rust in the kernel: part 3 [LWN subscriber-only content] Welcome to LWN.net The following subscription-only content has been made available to you by an LWN subscriber. Thousands of subscribers depend on LWN for the best news from the Linux and free software communities. If you enjoy this article, please consider subscribing to LWN. Thank you for visiting LWN.net! The interfaces between C and Rust in the kernel have grown over time; any non-trivial Rust driver will use a number of

Spotify brings shared audiobooks to Family and Duo plans, but there’s a catch

Audiobook access on Spotify has always been limited to the account owner, meaning that even for Premium Family or Duo subscriptions, only the person who set up the plan could actually use the included hours each month. That’s about to change, depending on where you live. Two add-ons for Individual, Duo, and Family plans Until now, Spotify’s audiobook access has been limited to the primary user and capped at 15 hours per month. But this week, Spotify announced that Premium subscribers in select

Multiplatform Matrix Multiplication Kernels

Few algorithmic problems are as central to modern computing as matrix multiplication. It is fundamental to AI, forming the basis of fully connected layers used throughout neural networks. In transformer architectures, most of the computation is spent performing matrix multiplication. And since compute largely determines capability, faster matrix multiplication algorithms directly translate into more powerful models [1 ]. NVIDIA probably deserves much of the credit for making matrix multiplicatio

Benben: An audio player for the terminal, written in Common Lisp

Benben Benben is a fast and efficient command line audio player and audio converter for Linux and other Unix-like systems with an oldschool-inspired interface. It supports multiple formats, and is especially suited to people who organize their music in folders, and for those who prefer to use terminals instead of GUIs. Starting with v0.7.0, it is written almost entirely in the Common Lisp programming language. The latest release is v0.6.1, released on December 22nd, 2024. Benben is entirely w

Sales Tax Holidays: Tax-Free Back-to-School Shopping Events Kick Off This Weekend

State sales tax holidays usually run for one weekend, though some states offer longer exemptions. Tharon Green/CNET If you haven't already started buying back-to-school essentials, shopping during a sales tax holiday can offer some extra savings. These tax-free shopping events typically center on back-to-school items, offering discounts on clothing, school supplies, laptops and athletic gear. This year, 17 states are participating in a tax-free event, with one starting this weekend, and two m

Topics: free item items sales tax

Remedy lays out its plan to fix FBC: Firebreak, which includes improved onboarding

Remedy has announced plans to fix FBC: Firebreak and restore the good will of consumers after a rough launch earlier this year. Many of the issues surrounding the launch were regarding the onboarding process, which the company acknowledges by saying that "many players come into the game and leave within the first hour." Remedy is trying to make that opening hour more welcoming to new players, so they don't "feel ineffective and confused as to what to do." It has already placed an introductory v

ICE is getting unprecedented access to Medicaid data

Immigration and Customs Enforcement officials are getting access to the personal data of nearly 80 million people on Medicaid in order to acquire "information concerning the identification and location of aliens in the United States,” according to an information exchange agreement viewed by WIRED. The agreement, which is titled “Information Exchange Agreement Between the Centers for Medicare and Medicaid Services and the Department of Homeland Security (DHS) for Disclosure of Identity and Locat

CP/M creator Gary Kildall's memoirs released as free download

The year before his death in 1994, Gary Kildall—inventor of the early microcomputer operating system CP/M—wrote a draft of a memoir, “Computer Connections: People, Places, and Events in the Evolution of the Personal Computer Industry.” He distributed copies to family and friends, but died before realizing his plans to release it as a book. This week, the Computer History Museum in Mountain View, with the permission of Kildall’s children, released the first portion of that memoir. You can downlo

Here's Your First Look at the 9 New Emoji Coming Out This Fall

World Emoji Day is held every year on July 17 because that's the day on the 📅 calendar emoji. This year, the Unicode Consortium -- a nonprofit devoted to developing, maintaining and promoting software standards and data -- used the day to announce the newest emoji. The upcoming emoji, which include a Sasquatch and an orca, will debut this September as part of Unicode 17.0. Here are the new emoji you can expect to see later this year. Trombone Treasure chest Distorted face Hairy creature (Sa

Topics: 17 day emoji new unicode

Galaxy Watch 8: My first days with Samsung's smartwatch have been promising

Engadget has been testing and reviewing consumer tech since 2004. Our stories may include affiliate links; if you buy something through a link, we may earn a commission. Read more about how we evaluate products . Samsung announced its newest devices during its Galaxy Unpacked event on July 9. That happened to fall on the second day of Amazon’s Prime Day event. Do big tech companies not know what the others are doing? Do they care? Do they like making the lives of tech reporters difficult? I did

Spotify’s new 30-hour audiobook plans are too short to finish long books

Spotify has launched two new Audiobooks Plus add-on subscriptions that allow Premium users to double their audiobook listening limit to 30 hours. They’re available to individual Premium subscribers and users who manage Family and Duo plans. Other users on Premium accounts can now also request 15 hours of audiobook access from their plan manager. However, the new plans are still too short for those who prefer to listen to longer books. The 30-hour limit won’t get you through titles like George R

ICE Is Getting Unprecedented Access to Medicaid Data

Immigration and Customs Enforcement officials are getting access to the personal data of nearly 80 million people on Medicaid in order to acquire "information concerning the identification and location of aliens in the United States,” according to an information exchange agreement viewed by WIRED. The agreement, which is titled “Information Exchange Agreement Between the Centers for Medicare and Medicaid Services and the Department of Homeland Security (DHS) for Disclosure of Identity and Locat

Microsoft’s constant layoffs risk creating a culture of fear

is a senior editor and author of Notepad , who has been covering all things Microsoft, PC, and tech for over 20 years. I can’t open LinkedIn without seeing a new post from a Microsoft employee who lost their job in the company’s latest round of layoffs. Around 15,000 jobs have been eliminated at Microsoft over the past couple months — the biggest cuts at the company in more than a decade. I’ve spoken to more than a dozen Microsoft employees in recent weeks, and everyone is concerned about the