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Intel says Arc GPUs will live on after Nvidia deal

In the future, Intel will make CPUs with Nvidia graphics inside — among other things , Nvidia CEO Jensen Huang confirmed today that Nvidia will contribute “GPU chiplets” that Intel can place alongside its x86 CPU cores instead of the Arc integrated graphics it develops in-house today. But, at least for now, Intel says that doesn’t mean Intel’s own graphics are going away. “We’re not discussing specific roadmaps at this time, but the collaboration is complementary to Intel’s roadmap and Intel wi

Launch HN: Cactus (YC S25) – AI inference on smartphones

Energy-efficient AI inference framework & kernels for phones & AI-native hardware. Budget and mid-range phones control over 70% of the market, but frameworks today optimise for the highend phones with advanced chips. Cactus is designed bottom-up with no dependencies for all mobile devices. Example (CPU-only): Model: Qwen3-600m-INT8 File size: 370-420mb 16-20 t/s on Pixel 6a, Galaxy S21, iPhone 11 Pro 50-70 t/s on Pixel 9, Galaxy S25, iPhone 16 Architecture Cactus exposes 4 levels of abstr

Stategraph: Terraform state as a distributed systems problem

Why We're Building Stategraph: Terraform State as a Distributed Systems Problem TL;DR why-stategraph.tldr $ cat why-stategraph.tldr • Terraform state shows distributed coordination issues but uses file primitives. • File blob (100% read/lock) vs. change cone (~3%). • Stategraph → graph state, ACID transactions, subgraph isolation. The Terraform ecosystem has spent a decade working around a fundamental architectural mismatch: we're using filesystem semantics to solve a distributed systems probl

XeroxNostalgia.com

Xerox is the company that brought the first plain paper copier to the world. The process for making copies on plain paper, was first called Electro-photography, but was later changed to Xerography. This website aims to preserve the rich history of Xerox, highlighting both the company and the early machines it produced. We invite you to explore this showcase, which features the legacy of Xerox's early copiers and duplicators, along with the story of Xerox and its pioneering role in xerography.

Why We're Building Stategraph: Terraform State as a Distributed Systems Problem

Why We're Building Stategraph: Terraform State as a Distributed Systems Problem TL;DR why-stategraph.tldr $ cat why-stategraph.tldr • Terraform state shows distributed coordination issues but uses file primitives. • File blob (100% read/lock) vs. change cone (~3%). • Stategraph → graph state, ACID transactions, subgraph isolation. The Terraform ecosystem has spent a decade working around a fundamental architectural mismatch: we're using filesystem semantics to solve a distributed systems probl

Basics of Equality Saturation

01 - Basics of Equality Saturation# This tutorial is translated from egglog. In this tutorial, we will build an optimizer for a subset of linear algebra using egglog. We will start by optimizing simple integer arithmetic expressions. Our initial DSL supports constants, variables, addition, and multiplication. # mypy: disable-error-code="empty-body" from __future__ import annotations from typing import TypeAlias from collections.abc import Iterable from egglog import * class Num ( Expr ): def

Topics: _x _y egraph num rewrite

Harvard's new free AI tool could help treat Parkinson's, Alzheimer's, and even cancer

Nemes Laszlo/Science Photo Library/Getty Images Follow ZDNET: Add us as a preferred source on Google. ZDNET's key takeaways Harvard researchers designed a new AI model, PDGrapher. It can identify treatments to restore diseased cells to health. This could have larger impacts on drug discovery. While AI's most common use cases involve helping people with their everyday tasks, it can also go far beyond that, even helping make medical breakthroughs. Also: Can AI outdiagnose doctors? Microsoft

Get into the cockpit as new crop of “Top Gun” pilots get their wings

It's constant corrections that you're doing. It is very much an eye scan. You have to be looking at certain things. Where is your lead indicator coming from? If you wait for the airspeed to fall off, it's probably a little bit too late to tell you that you're underpowered. You need to look for some of the other cues that you have available to you. That's why there's so many different sensors and systems and numbers. We're teaching them not to look at one number, but to look at a handful of numbe

Exxon Says It Invented a New Graphite That Could Boost EV Batteries

ExxonMobil, the country’s largest oil and gas company, says it has developed a more advanced form of graphite that could help extend the lifespan of electric vehicle (EV) batteries. CEO Darren Woods called the technology a “revolutionary step change in battery performance” at the University of Texas at Austin’s Energy Symposium on Friday. He said it’s already being tested by several EV manufacturers, Bloomberg reports. This new synthetic graphite is used on a battery’s anode, its negative elec

Small, affordable, efficient: A lot to like about the 2026 Nissan Leaf

Nissan provided flights from Austin to San Diego and then to Washington, DC, and accommodation so Ars could drive the Nissan Leaf. Ars does not accept paid editorial content. SAN DIEGO—The original Nissan Leaf was a car with a mission. Long before Elon Musk set his sights on Tesla selling vast numbers of electric vehicles to the masses, then-Nissan CEO Carlos Ghosn wanted Nissan to shift half a million Leafs a year in the early 2010s. That didn't quite come to pass, but by 2020, it had sold its

Server-Driven UI with GraphQL & WebAssembly: Crafting the Dynamic, High-Performance Frontend of Tomorrow

Key Takeaways SDUI Necessity: Server-Driven UI will become essential for high-agility scenarios demanding rapid UI evolution and backend control over frontend composition. GraphQL as Orchestrator: GraphQL’s declarative nature and flexible schema will be ideal for querying and orchestrating dynamic UI structures and properties. WebAssembly for Performance: WebAssembly will enable high-performance, efficient rendering of server-defined UI, offering smaller bundles and near-native execution. Archi

GrapheneOS and forensic extraction of data (2024)

Matthai Hi, I am writing an article and I am sharing a draft with you. I will be glad if you share your thoughts and suggestions with me. GrapheneOS is an Android-based, open source, privacy and security-focused mobile operating system for mobile phones. It is one of the most secure and privacy protecting operating systems (and yes, it does this task comparable and in some scenarios even better than iOS, but we will come to that later). However, in the beginning of May, someone started an at

Adjacency Matrix and std:mdspan, C++23

In graph theory, an adjacency matrix is a square matrix used to represent a finite (and usually dense) graph. The elements of the matrix indicate whether pairs of vertices are adjacent or not, and in weighted graphs, they store the edge weights. In many beginner-level tutorials, adjacency matrices are implemented using vector of vectors (nested dynamic arrays), but this approach has inefficiencies due to multiple memory allocations. C++23 introduces std::mdspan , which provides a more efficient

GrapheneOS and Forensic Extraction of Data (2024)

Matthai Hi, I am writing an article and I am sharing a draft with you. I will be glad if you share your thoughts and suggestions with me. GrapheneOS is an Android-based, open source, privacy and security-focused mobile operating system for mobile phones. It is one of the most secure and privacy protecting operating systems (and yes, it does this task comparable and in some scenarios even better than iOS, but we will come to that later). However, in the beginning of May, someone started an at

GrapheneOS and Forensic Extraction of Data

Matthai Hi, I am writing an article and I am sharing a draft with you. I will be glad if you share your thoughts and suggestions with me. GrapheneOS is an Android-based, open source, privacy and security-focused mobile operating system for mobile phones. It is one of the most secure and privacy protecting operating systems (and yes, it does this task comparable and in some scenarios even better than iOS, but we will come to that later). However, in the beginning of May, someone started an at

iOS 26 will give iPhone 16 owners a new camera capability

Yesterday during its iPhone 17 introduction, Apple showed off a brand new ‘Bright’ Photographic Style for users. But it turns out, iOS 26 brings the same new feature to certain iPhone 16 models too. New ‘Bright’ Photographic Style is coming to iPhone 16 One of the tentpole features of the iPhone 16 last year was next-generation Photographic Styles. Photographic Styles might seem like just a marketing term for filters. But Apple’s latest version that launched on iPhone 16 is technically quite

A cryptography expert on how Web3 started, and how it’s going

The term Web3 was originally coined by Etherium cofounder Gavin Wood as a secure, decentralized, peer-to-peer version of the Internet. The idea was to build an Internet based on blockchain technology and a peer-to-peer network, without the need for large data centers or third-party providers. These days, however, blockchain is most famous as the tool enabling cryptocurrencies. Most recently, the Trump administration has taken on a pro-cryptocurrency stance, boosting blockchain’s popularity and m

The Dying Dream of a Decentralized Web

The term Web3 was originally coined by Etherium cofounder Gavin Wood as a secure, decentralized, peer-to-peer version of the Internet. The idea was to build an Internet based on blockchain technology and a peer-to-peer network, without the need for large data centers or third-party providers. These days, however, blockchain is most famous as the tool enabling cryptocurrencies. Most recently, the Trump administration has taken on a pro-cryptocurrency stance, boosting blockchain’s popularity and m

The New Math of Quantum Cryptography

The original version of this story appeared in Quanta Magazine. Hard problems are usually not a welcome sight. But cryptographers love them. That’s because certain hard math problems underpin the security of modern encryption. Any clever trick for solving them will doom most forms of cryptography. Several years ago, researchers found a radically new approach to encryption that lacks this potential weak spot. The approach exploits the peculiar features of quantum physics. But unlike earlier qua

Making a font of my handwriting

Recently I’ve been on a small campaign to try to make my personal website more… personal. Little ways to make it obvious it’s mine and personal, not just another piece of the boring corporate dystopia that is most of the web these days. I don’t quite want to fully regress to the Geocities era and fill the screen with animated under construction GIFs, but I do want to capture some of that vibe. I’d added some bits and pieces along those lines: floating images in articles now look like they’re st

Making a Font of My Handwriting

Recently I’ve been on a small campaign to try to make my personal website more… personal. Little ways to make it obvious it’s mine and personal, not just another piece of the boring corporate dystopia that is most of the web these days. I don’t quite want to fully regress to the Geocities era and fill the screen with animated under construction GIFs, but I do want to capture some of that vibe. I’d added some bits and pieces along those lines: floating images in articles now look like they’re st

Climate Experts Roast Joe Rogan After He Misinterprets Simple Graph to Claim Earth Is Cooling

Podcaster and former UFC commentator Joe Rogan isn’t exactly known for his scientific expertise, but Rogan’s recent claim that the Earth is cooling—ignoring decades of empirical evidence for global warming—is so egregious that climate experts are straight up roasting him for it. In several recent episodes of The Joe Rogan Experience, Rogan has used a temperature graph in a Washington Post article in order to claim that global temperatures are actually plummeting. The graph in question comes fro

Why are online puzzle games having a moment?

is a senior reviewer with over a decade of experience writing about consumer tech. She has a special interest in mobile photography and telecom. Previously, she worked at DPReview. Posts from this author will be added to your daily email digest and your homepage feed. Hooked on LinkedIn’s Queens? Gotta extend your Wordle streak in the New York Times games app before you start your day? You’re in good company on today’s Vergecast episode. Allison Johnson is joined by Simon Anthony and Mark Good

The first inkjet printer was a medical device

Millions of people worldwide have reason to be thankful that Swedish engineer Rune Elmqvist decided not to practice medicine. Although qualified as a doctor, he chose to invent medical equipment instead. In 1949, while working at Elema-Schonander (later Siemens-Elema), in Stockholm, he applied for a patent for the Mingograph, the first inkjet printer. Its movable nozzle deposited an electrostatically controlled jet of ink droplets on a spool of paper. Rune Elmqvist qualified to be a physician,

Can You Develop Film in a Jägerbomb?

Analog photographers love trying new and unusual things. Whether it’s shooting on expired film, skipping film altogether, or developing film using odd ingredients. Sweet Lou Photography opted for this last type of experimenting and developed his film inside a Jägerbomb. Did it work? For those who have not had the displeasure of drinking a Jägerbomb, it is a bomb mixed drink that combines a shot of the alcoholic German digestif, Jägermeister, into an energy drink, typically a Red Bull. This is n

“This telegram must be closely paraphrased before being communicated to anyone”

It appears that it was US military communications doctrine to not send the exact same message twice using different encryption ("none" counting as one type of encryption), and the term of art for changing a message to avoid that was indeed "paraphrase". I managed to dig up a US Army document on Cryptology from roughly that era that appears to discuss paraphrasing. The document in question is Department of the Army Technical Manual TM 32-220(pdf), dated 1950, titled "BASIC CRYPTOGRAPHY". It appa

"This telegram must be closely paraphrased before being communicated" Why?

It appears that it was US military communications doctrine to not send the exact same message twice using different encryption ("none" counting as one type of encryption), and the term of art for changing a message to avoid that was indeed "paraphrase". I managed to dig up a US Army document on Cryptology from roughly that era that appears to discuss paraphrasing. The document in question is Department of the Army Technical Manual TM 32-220(pdf), dated 1950, titled "BASIC CRYPTOGRAPHY". It appa

Nothing used stock photography in Phone 3 on-device ad (Updated: Explanation)

Ryan Haines / Android Authority TL;DR A Nothing Phone 3 retail demo was spotted making misleading claims about photo samples. Android Authority has spoken to two of the photographers who shot the pics, who confirm they did not use the Phone 3 at all. Asked for comment, Nothing didn’t immediately deny the claims, but later offered an explanation. Update, August 27, 2025 (07:40 AM ET): Nothing co-founder Akis Evangelidis has provided a detailed explanation for the stock photos found on Nothing

This Is No Illusion—Just the Best Wildlife Photo Entries of the Year

Can you spot the second coyote in the image above? It may look like this amber-eyed pup is peering out from beneath his own tail, but that’s actually his sister’s. The Natural History Museum in London released this illusionary photo in a sneak peek of some of the best submissions for this year’s Wildlife Photographer of the Year competition. The jaw-dropping images, selected from a record-breaking 60,636 entries, feature cheetahs, jellyfish, slime molds, and so much more. But let’s not forget t

Nintendo's Latest Updated Switch 2 Game Has Me Hungering for More

Although the Nintendo Switch 2 is only a few months old, new games, or at least updated ones, keep emerging at a steady, slow clip. Kirby and the Forgotten Land, which was one of my favorite late-era Switch games, got an upgraded edition that's available this week. The full title, Kirby and the Forgotten Land Nintendo Switch 2 Edition + Star-Crossed World, is unwieldy in name, much like the recent Mario Party Jamboree upgrade. But I found this one a lot more worthwhile. While you don't get too