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Helix: A Modern, High-Performance Language

Helix: A Modern, High-Performance Language. Key Goals of Helix: High-performance: The language is designed to be as fast as C, with modern features and a more expressive syntax. Safety: Focused on safe memory management without sacrificing developer productivity and freedom. Borrow Checker: Implements a Advanced Memory Tracking system for memory safety, while being far less strict than other languages. Robustness: Provides tools and features that ensure code stability and reduce runtime err

Blackwell: Nvidia's GPU

Nvidia has a long tradition of building giant GPUs. Blackwell, their latest graphics architecture, continues that tradition. GB202 is the largest Blackwell die. It occupies a massive 750mm2 of area, and has 92.2 billion transistors. GB202 has 192 Streaming Multiprocessors (SMs), the closest equivalent to a CPU core on a GPU, and feeds them with a massive memory subsystem. Nvidia’s RTX PRO 6000 Blackwell features the largest GB202 configuration to date. It sits alongside the RTX 5090 in Nvidia’s

What really happens when your phone runs out of RAM?

Robert Triggs / Android Authority These days, high-end smartphones and even more affordable models ship with about as much RAM as a modern mid-range PC. And why shouldn’t they? We use our phones for various tasks, from flicking through countless apps to playing the latest high-end games. They all need RAM, and increasingly more of it, especially when it comes to chatting with a large language model or using AI to spruce up our media. Can your phone even run out of RAM these days? It sounds unl

Topics: memory ram swap use zram

I deleted my second brain

Two nights ago, I deleted everything. Every note in Obsidian. Every half-baked atomic thought, every Zettelkasten slip, every carefully linked concept map. I deleted every Apple Note I’d synced since 2015. Every quote I’d ever highlighted. Every to-do list from every productivity system I’d ever borrowed, broken, or bastardized. Gone. Erased in seconds. What followed: Relief. And a comforting silence where the noise used to be. For years, I had been building what technologists and lifehacker

Memory safety is table stakes

The past few years has seen a massive success story for systems programming. Entire categories of bugs that used to plague systems programmers—like use-after-free, data races, and segmentation faults—have begun to completely disappear. The secret to this new reality is a set of systems programming languages chief among them Rust—whose powerful type systems are able to constructively eliminate these kind of bugs; if it compiles, then it’s correct … or at least, will not contain use-after-free or

Memory Safety Is Merely Table Stakes

The past few years has seen a massive success story for systems programming. Entire categories of bugs that used to plague systems programmers—like use-after-free, data races, and segmentation faults—have begun to completely disappear. The secret to this new reality is a set of systems programming languages chief among them Rust—whose powerful type systems are able to constructively eliminate these kind of bugs; if it compiles, then it’s correct … or at least, will not contain use-after-free or

AMD demo shows procedural generation slashing VRAM use from 35 GB to just 51 KB

Why it matters: Managing graphics memory has become one of the most pressing challenges facing the realm of real-time 3D rendering. As visuals become more detailed, the amount of VRAM required for modern high-end games is pushing against what average customers can afford. AMD and Nvidia are currently developing remedies to the issue, which involve shifting certain rendering tasks from memory to the GPU. A new research paper from AMD explains how procedurally generating certain 3D objects in rea

AMD demo shows procedural generation cutting VRAM usage from 35GB to 51KB

Why it matters: Managing graphics memory has become one of the most pressing challenges facing the realm of real-time 3D rendering. As visuals become more detailed, the amount of VRAM required for modern high-end games is pushing against what average customers can afford. AMD and Nvidia are currently developing remedies to the issue, which involve shifting certain rendering tasks from memory to the GPU. A new research paper from AMD explains how procedurally generating certain 3D objects in rea

IBM's Dmitry Krotov wants to crack the 'physics' of memory

Dmitry “Dima” Krotov was among the first to congratulate AI pioneer, John Hopfield, on his Nobel Prize in Physics last fall. “John, wow!” he texted Hopfield on the morning the award became public. “Just WOW!!” As Hopfield’s close collaborator, Krotov has helped explain to the world following the announcement how Hopfield’s single-layer digital neural network led to the “deep” networks in use today. At Princeton, the two researchers invented something called dense associative memory, which lifte

CUDA Ray Tracing 2x Faster Than RTX: My CUDA Ray Tracing Journey

Welcome! This article is a deep dive into how I made a CUDA-based ray tracer that outperforms a Vulkan/RTX implementation—sometimes by more than 3x—on the same hardware. If you're interested in GPU programming, performance optimization, or just want to see how far you can push a path tracer, you're in the right place. The comparison is with RayTracingInVulkan by GPSnoopy, a well-known Vulkan/RTX renderer. My goal wasn't just to port Ray Tracing in One Weekend to CUDA, but to squeeze every last

Topics: cuda float memory ray std

Claude catches up to ChatGPT with built-in memory support

AI startup Anthorpic is planning to add a memory feature to Claude in a bid to take on ChatGPT, which has an advanced memory feature. With memory support, Claude can remember past events and reference them in new chats to improve the results. For example, if you specifically instruct Claude that you prefer Python as your favourite programming language, it'll try to show Python-based code output only. Anthorpic hasn't confirmed memory support for Claude, but as some users spotted on X, referen

SanDisk 128GB Extreme PRO MicroSD Card Drops Below Last Prime Day Price, Feels Like an Amazon Giveaway

If you’ve ever lost footage or had your camera freeze up in the middle of recording, you know how critical a good memory card really is. If you lose all the work you just did, there’s no way you want to do it all again. And you don’t want to lose important memories you took while on a trip or even video game saves. On the flip side, you might just need to expand the memory for a console or a device you’re using. And you can do all this with a new microSD card. We’ve got one in mind, too. And you

NVIDIA's RTX 5050 arrives early in laptops from Acer, MSI and more

NVIDIA's add-in board partners won't start selling the GeForce RTX 5050 until mid-July, but it looks like the company has given the early go-ahead to OEMs to start announcing laptops with the new entry-level GPU. Wccftech and Videocardz report that 5050-equipped laptops are available to order in China as of this morning from domestic manufacturers like Mechrevo. Over in the US, companies like MSI and Acer have begun announcing their own RTX 5050 laptops. The former, for instance, will sell the

Topics: 5050 gpu memory rtx vram

Basic Facts about GPUs

Basic facts about GPUs last updated: 2025-06-18 I’ve been trying to get a better sense of how GPUs work. I’ve read a lot online, but the following posts were particularly helpful: This post collects various facts I learned from these resources. Acknowledgements: Thanks to Alex McKinney for comments on independent thread scheduling. Table of Contents Compute and memory hierarchy A GPU’s design creates an imbalance since it can compute much faster than it can access its main memory. An NVID

Show HN: Turbine – 16-bit CPU Architecture and Emulator built in C

Project Link: github.com/errorcodezero/turbine Please star my project. I’m trying to qualify for shipwrecked and I need a certain amount of github stars to qualify To start this off, I want to say that it’s been a while since I’ve created a new post. I quite frankly had been quite occupied with other activities and didn’t give writing anything the time it needed. However, in those months of absence, I went down all sorts of paths in my programming journey that I never would have believed that

I was surprised by how simple an allocator is

Table of Contents Introduction Recently I was looking at an issue on mimalloc, a "state-of-the-art" memory allocator developed by Microsoft. The issue was quite simple, developers wanted a way to preallocate a piece of memory and use it as mimalloc's heap. Seeing that mimalloc does not offer this feature, I thought: "how hard can it be to write a memory allocator to manage a preallocated region?". The answer to this question is: "given enough time, even a monkey with a typewriter can write

Asterinas: A new Linux-compatible kernel project

Asterinas: a new Linux-compatible kernel project [LWN subscriber-only content] Born from research at the Southern University of Science and Technology (SUSTech) in Shenzen, China, Asterinas is a new Linux-ABI-compatible kernel project written in Rust, based on what the authors call a "framekernel architecture". The project overlaps somewhat with the goals of the Rust for Linux project , but approaches the problem space from a different direction by trying to get the best from both monolithic an

In-Memory C++ Leap in Blockchain Analysis

Real-Time, Court-Admissible Crypto Intelligence at 1/400th the Cost of Inferior Legacy Systems The explosion of blockchain data isn’t just a challenge; it’s a crisis for conventional analytics. Financial institutions, investigators, and law enforcement agencies are hamstrung by tools that are too slow, expensive, and built on legacy database technologies incapable of keeping pace. Critical insights are missed, opportunities vanish, and illicit activities remain obscured by systems that offer on

Show HN: Rulebook AI – rules and memory manager for AI coding IDEs

Universal Rules Template for AI Coding Assistants Bugs or ideas → open an Issue in the repo in the repo Anonymous feedback: Go to the Google Form Supercharge Your AI Coding Workflow Across Cursor, CLINE, RooCode, Windsurf, and Github Copilot Tired of inconsistent AI behavior across different coding assistants? Struggling to maintain context and enforce best practices on complex projects? This template provides a robust, cross-platform framework designed to elevate your AI pair-programming ex

Crucial Pro DDR5 RAM 64GB Kit (2x32GB) Hits Lowest Price Ever, Each Stick Is Practically Free

If you’re out there building yourself your first gaming PC, let me just say it’s not as hard as it looks. Once you find all the parts you need for the budget you want to spend, it is just a matter of putting them all together. And there and plenty of YouTube videos that will show you exactly what to do if you are nervous on that front. No, the hard part is actually that first part — finding the parts your need for the budget you want to spend. There are a lot of options out there with hard-to-de

AMD's Pre-Zen Interconnect: Testing Trinity's Northbridge

Today, AMD’s Infinity Fabric interconnect is ubiquitous across the company’s lineup. Infinity Fabric provides well-defined interfaces to a transport layer, and lets different functional blocks treat the interconnect as a black box. The system worked well enough to let AMD create integrated GPU products all the way from the Steam Deck’s tiny van Gogh APU, to giant systems packing four MI300A chips. Across all those offerings, Infinity Fabric enables coherent memory access as CPU and GPU requests

SK Hynix shares extend gains to over 2-decade highs as parent group reportedly plans AI data center

Illustration of the SK Hynix company logo seen displayed on a smartphone screen. Shares in South Korea's SK Hynix extended gains to hit a more than 2-decade high on Tuesday, following reports over the weekend that SK Group plans to build the country's largest AI data center. SK Hynix shares, which have surged almost 50% so far this year on the back of an AI boom, were up nearly 3%, following gains on Monday. The company's parent, SK Group, plans to build the AI data center in partnership with

AMD unveils 2nm Epyc Venice with 256 cores for next-gen AI and cloud workloads

What just happened? AMD is preparing to shake up the data center landscape with its forthcoming Epyc Venice processor, a chip that promises to set new standards for performance and scalability in server computing. Announced at the company's recent Advancing AI event, the Venice CPU is built on AMD's next-generation Zen 6 architecture and is slated for release in 2026, targeting the ever-increasing demands of artificial intelligence, cloud computing, and high-performance analytics. Venice makes

AMD unveils Epyc Venice with 256 cores and 2nm process for next-gen AI and cloud workloads

What just happened? AMD is preparing to shake up the data center landscape with its forthcoming Epyc Venice processor, a chip that promises to set new standards for performance and scalability in server computing. Announced at the company's recent Advancing AI event, the Venice CPU is built on AMD's next-generation Zen 6 architecture and is slated for release in 2026, targeting the ever-increasing demands of artificial intelligence, cloud computing, and high-performance analytics. Venice makes

How the Final Cartridge III Freezer Works

by Daniël Mantione Daniël contributed the commented disassembly of the FC3 freezer functionality to the reverse engineering effort at github.com/mist64/final_cartridge. Thanks to Eric Schlaepfer for his input on 6502 timing. Freezer cartridge theory One key reason why the Commodore 64 was so successful in the 80s was that it was able to do things it wasn’t designed for. Freezer cartridges, which allowed stopping any running program or game, applying cheat codes and resuming, or saving the com

We Tested the DreamCloud Mattress: Could It Be the Best Budget Luxury Bed in 2025?

With 5+ years of mattress testing experience, we use our different sleeping position and body type perspectives to offer well-rounded, honest reviews. 8.0 /10 SCORE CNET Score With five-plus years of mattress testing experience, we use our different sleeping position and body type perspectives to offer well-rounded, honest reviews. Read more on How we test Our Verdict Our Verdict Best for: Back sleeper Stomach sleeper Score Breakdown Performance 8 /10 Policies 8.5 /10 Durability 8.5 /10 Feature

Jemalloc Postmortem

Home Published Jun 12, 2025 The jemalloc memory allocator was first conceived in early 2004, and has been in public use for about 20 years now. Thanks to the nature of open source software licensing, jemalloc will remain publicly available indefinitely. But active upstream development has come to an end. This post briefly describes jemalloc’s development phases, each with some success/failure highlights, followed by some retrospective commentary. Phase 0: Lyken In 2004 I began work on the Ly

A massive Google Cloud outage messed up Google Home, Spotify, and other services

Our engineers have identified the root cause and have applied appropriate mitigations. While our engineers have confirmed that the underlying dependency is recovered in all locations except us-central1, we are aware that customers are still experiencing varying degrees of impact on individual google cloud products. All the respective engineering teams are actively engaged and working on service recovery. We do not have an ETA for full service recovery. We will provide an update by Thursday, 2

Spice86 – A PC emulator for real mode reverse engineering

Spice86 - A PC emulator for real mode reverse engineering Spice86 is a tool to execute, reverse engineer and rewrite real mode DOS programs for which source code is not available. Release are available on Nuget. Pre-releases are also available on the Release page NOTE: This is a port, and a continuation from the original Java Spice86. It requires .NET 8 and runs on Windows, macOS, and Linux. Approach Rewriting a program from only the binary is a hard task. Spice86 is a tool that helps yo

DRAM makers set to halt DDR3 and DDR4 production in 2025

Rumor mill: The DRAM industry could be in for a major shake-up this year. Sources claim production of mature DRAM solutions may be winding down as the largest memory manufacturers shift their focus almost entirely to high-performance chips. If true, the move could have significant consequences for the market and end customers alike. The "big three" in the DRAM industry are preparing to end production of DDR3 and DDR4 memory solutions this year. Samsung Electronics, SK Hynix, and Micron are repo