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Tech companies ‘be on alert,’ NAACP says with new guiding principles for data centers

is a senior science reporter covering energy and the environment with more than a decade of experience. She is also the host of Hell or High Water: When Disaster Hits Home , a podcast from Vox Media and Audible Originals. Posts from this author will be added to your daily email digest and your homepage feed. One of the top civil rights organizations in the US is putting the tech industry “on alert,” issuing a call to action for communities to demand more accountability from companies building

Puffy Cloud Mattress Review: Soft but Supportive

I will admit that, once upon a time, I was not the Puffy Cloud’s biggest supporter. I’ve tested this memory foam mattress multiple times over my five-year mattress testing career and believed it simply wasn’t for me—too soft, not enough spinal support. Well, times change, don’t they? Granted, during my previous tests, I didn’t spend a whole week sleeping on the Cloud in my own bedroom, as I did this time. I now also consider myself a side sleeper, which has a whole other set of requirements than

Indices, not Pointers

Indices, not Pointers There is a pattern I’ve learned while using Zig which I’ve never seen used in any other language. It’s an extremely simple trick which - when applied to a data structure - reduces memory usage, reduces memory allocations, speeds up accesses, makes freeing instantaneous, and generally makes everything much, much faster. The trick is to use indices, not pointers. This is something I learned from a talk by Andrew Kelley (Zig’s creator) on data-oriented design. It’s used in Z

Memory is slow, Disk is fast – Part 1

TL;DR Hardware got wider, not faster. More cores, more bandwidth, huge vector units — but clocks, IPC, and latency flatlined. Old rules like “memory is faster than disk” are breaking. To go fast today, you have to play the new game. “CPUs keep getting faster every generation” Over the past 20 years or so computer hardware has evolved such that some facts we “know” about computers are wrong. Even among computer scientists, or perhaps especially among computer scientists, intuitions are off tar

Why the Pixel 10’s UFS 4.0 storage upgrade won’t actually speed things up

Robert Triggs / Android Authority Our Pixel 10 AMA was filled with great questions, but a couple of them stood out to me regarding the upgrade to UFS 4.0 storage. If you missed the news, Google has finally ditched the aging UFS 3.1 flash storage type for the far more impressive data speeds of UFS 4.0 and Zoned UFS (ZUFS) technology to improve age-related wear and tear. That is, as long as your new phone has 256GB of storage or more. The 128GB Pixel 10 and 10 Pro still have UFS 3.1 memory, just

YouTube is coming for your shared Premium account, just like Netflix did

Edgar Cervantes / Android Authority TL;DR YouTube seems to be cracking down on Premium Family plan members who don’t live in the same household as the plan manager. Users are reportedly receiving warning emails that their Premium access will be paused if they fail YouTube’s location-based check-in. This mirrors location-based password-sharing crackdowns by Netflix and other major streaming services. If you’ve been freeloading on a YouTube Premium Family plan from outside the “family home,” t

The future of 32-bit support in the kernel

The future of 32-bit support in the kernel [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! Arnd Bergmann started his Open Source Summit Europe 2025 talk with a clear statement of position: 32-bit systems ar

Effective learning: Rules of formulating knowledge (1999)

Dr Piotr Wozniak, February, 1999 (updated) This article will help you overcome one of the greatest difficulties you will face when trying to accelerate learning: formulating knowledge The speed of learning will depend on the way you formulate the material. The same material can be learned many times faster if well formulated! The difference in speed can be stunning! The rules are listed in the order of importance. Those listed first are most often violated or bring most benefit if complied wi

Effective learning: Twenty rules of formulating knowledge (1999)

Dr Piotr Wozniak, February, 1999 (updated) This article will help you overcome one of the greatest difficulties you will face when trying to accelerate learning: formulating knowledge The speed of learning will depend on the way you formulate the material. The same material can be learned many times faster if well formulated! The difference in speed can be stunning! The rules are listed in the order of importance. Those listed first are most often violated or bring most benefit if complied wi

How is Ultrassembler so fast?

How is Ultrassembler so fast? Ultrassembler is a superfast and complete RISC-V assembler library that I'm writing as a component of the bigger Chata signal processing project. Assemblers take in a platform-dependent assembly language and output that platform's native machine code which runs directly on the processor. "Why would you want to do this?" you might ask. First, existing RISC-V assemblers that conform the the entirety of the specification, as and llvm-mc , ship as binaries that you r

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

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

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

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

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

The CDC Implosion Continues as Staff Stage Unprecedented Walkout

The real-time collapse of the Centers for Disease Control and Prevention has picked up the pace. Following the government’s attempted firing and pressuring of several senior CDC officials to step down this week, CDC staff staged a dramatic display of support for its departing leaders this afternoon. The action was a direct response to the Trump administration’s recent meddling at the once well-respected public health agency. The staff, which included remaining senior officials, performed a “cla

Service members deserve the right to repair

“The generator is down, and we don’t have enough ice to continue icing the remains of soldiers killed in action. How much longer, ma’am?” That’s the message I received while deployed to Balad, Iraq, as an Air Force second lieutenant. I was overseeing generators in theater, and the one powering the mortuary facility had failed. The clock was ticking. I didn’t have HVAC expertise or the necessary parts. The only viable backup generator was on the other side of the country. I had two choices: ini

American military service members deserve the right to repair

“The generator is down, and we don’t have enough ice to continue icing the remains of soldiers killed in action. How much longer, ma’am?” That’s the message I received while deployed to Balad, Iraq, as an Air Force second lieutenant. I was overseeing generators in theater, and the one powering the mortuary facility had failed. The clock was ticking. I didn’t have HVAC expertise or the necessary parts. The only viable backup generator was on the other side of the country. I had two choices: ini

Don't Want Gemini to Learn About You? How to Turn That New Feature Off

The more you chat with Google's Gemini, the better it will get to know you thanks to a new learning feature in the generative AI chatbot. Gemini has already been able to recall past conversations if you ask it to, but this new functionality will allow it to learn your preferences and interact with you in more personalized ways, Google said. But if you don't want an AI to learn about you, you can turn it off. AI chatbots have seen their memories grow longer this year. Other tools, like OpenAI'

GMP damaging Zen 5 CPUs?

GMP damaging Zen 5 CPUs? Background We have fried two Ryzen 9950X CPUs in a few months by running GMP tests. This is not expected, of course. In this page, we provide as much information as possible to help analysing the problem. What causes these CPUs to die while running GMP is unknown to us. While similar, it is not the widely reported Asrock motherboard problem, as the motherboards we use are of a different make (see below). It might be that the Zen 5 CPUs pull more power than specified w

Topics: 2nd cpu cpus ddr5 mem

The Pixel 10 comes with 12GB of RAM, but Google has locked some of it away

Robert Triggs / Android Authority The Google Pixel 10 series has plenty of new features for both fans and newcomers. As is Google’s current direction of travel, many of these focus on new or improved AI tools. However, leaning heavily on AI to power smartphones requires a few changes to how we usually think about running apps. Typically, when we open an app, we expect it to appear within a second or so, with the phone quickly fetching it from storage and loading it into RAM. Larger application

How much RAM do you actually need in 2025? I broke it down for Windows and Mac users

Kerry Wan/ZDNET Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways RAM is an important hardware resource that allows a computer to perform optimally and at fast speeds. Escalating computing demands have made 16GB of RAM the new standard for PCs and laptops if they are to continue performing at their best. Even then, 16GB of memory may not be enough for certain users, so it's important to know when to upgrade. I used to struggle when shopping for a new computer. Ove

This ‘Training Day’ Meme Is Getting Me Through the Collapse of American Democracy

The U.S. isn’t doing very well right now. The nation’s capital is under military occupation, the president is pursuing a campaign of retribution against his political enemies, and the wealthiest people in the country have suddenly embraced government ownership of their companies if it means they don’t have to pay more in taxes. But through it all, we still have our memes, the true opiate of the masses. And the latest meme that I can’t get enough of involves audio from an old movie, cute dogs, a

How procedural memory can cut the cost and complexity of AI agents

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 A new technique from Zhejiang University and Alibaba Group gives large language model (LLM) agents a dynamic memory, making them more efficient and effective at complex tasks. The technique, called Memp, provides agents with a “procedural memory” that is continuously updated as they gain experience, much like how humans learn from practice.

Samsung announces the Tab S10 Lite, a $349 tablet with an S Pen

This week, Samsung introduced a new addition to its tablet lineup with the Tab S10 Lite. It will be available on September 4 and will cost $349. The Lite will be the least expensive of Samsung's current tablet generation; the S10 FE has a starting cost of $500 while costs go as high as $980 for the S10 Ultra . The Tab S10 Lite is 10.9 inches, and it comes in gray, silver or a coral red. Its screen has a 90Hz refresh rate and a maximum brightness of 600 nits. Models can have 6GB memory with 128G

Framework Laptop 16

NVIDIA® GeForce RTX™ 5070 Laptop GPU 798 AI TOPS Up to 100W TGP (on AC) Up to 50W TGP (on battery) 8GB GDDR7 memory 128-bit memory bus 384GB/s memory bandwidth 2.0GHz base clock and up to 2.4GHz boost USB-C port with DP Alt Mode and charging 4,608 CUDA cores DLSS 4 5th gen tensor cores 4th gen ray tracing 1x 9th gen NVIDIA encoder 1x 6th gen NVIDIA decoder Radeon™ RX 7700S (2nd Gen) 32 compute units Up to 100W TGP (on AC) 8GB 18Gbps GDDR6 memory USB-C port with DP Alt Mode

Undisclosed financial conflicts of interest in DSM-5 (2024)

Conclusions Conflicts of interest among panel members of DSM-5-TR were prevalent. Because of the enormous influence of diagnostic and treatment guidelines, the standards for participation on a guideline development panel should be high. A rebuttable presumption should exist for the Diagnostic and Statistical Manual of Mental Disorders to prohibit conflicts of interest among its panel and task force members. When no independent individuals with the requisite expertise are available, individuals w

OOMProf: Profiling on the Brink

It was just a little while past the Sunset Strip They found the girl's body in an open pit Her mouth was sewn shut, but her eyes were still wide Gazing through the fog to the other side "Black River Killer" by Blitzen Trapper Introduction This one's personal! For 15 years working on DBMS systems the OOM killer has led to more than its fair share of debugging rabbit holes. Anyone who's been around the block in Linux systems programming has probably crossed paths with the Linux OOM killer. This

Framework Laptop 16. Upgraded!

NVIDIA® GeForce RTX™ 5070 Laptop GPU 798 AI TOPS Up to 100W TGP (on AC) Up to 50W TGP (on battery) 8GB GDDR7 memory 128-bit memory bus 384GB/s memory bandwidth 2.0GHz base clock and up to 2.4GHz boost USB-C port with DP Alt Mode and charging 4,608 CUDA cores DLSS 4 5th gen tensor cores 4th gen ray tracing 1x 9th gen NVIDIA encoder 1x 6th gen NVIDIA decoder Radeon™ RX 7700S (2nd Gen) 32 compute units Up to 100W TGP (on AC) 8GB 18Gbps GDDR6 memory USB-C port with DP Alt Mode

Memory optimizations to reduce CPU costs

Imagine that you are given the following task, with a file like this: Name,Department,Salary,JoinDate John Smith,Marketing,75000,2023-01-15 Alice Johnson,Finance,82000,2022-06-22 Bob Lee,Sales,68000,2024-03-10 Emma Davis,HR,71000,2021-09-01 You want to turn that into a single list of all the terms in the (potentially very large) file. In other words, you want to turn it into something like this: [ { "term" : "Name" , "position" : 0 , "length" : 4 } , { "term" : "Department" , "position" : 5