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Nvidia RTX Spark comes to Windows PCs with Arm CPU, RTX GPU, and unified memory
These days, Nvidia primarily sells AI data center products, and its traditional consumer devices feel like more of a side project. But the company occasionally still releases something designed for consumers. After a couple of years of rumors, Nvidia has announced an Arm-based chip designed to power Windows PCs.
Online Learning with Recency: Algorithms for Sliding-window Streaming Multi-armed Bandits
arXiv:2606.08977v1 Announce Type: new Abstract: Motivated by the recency effect in online learning, we study algorithms for single-pass *sliding-window streaming multi-armed bandits (MABs)* In this setting, we are given $n$ arms with unknown sub-Gaussian reward distributions and a parameter $W$. The arms arrive in a single-pass stream, and only the most recent $W$ arms are considered valid.
NVIDIA's RTX Spark chip could give Windows its true Apple Silicon moment
NVIDIA's RTX Spark chip could give Windows its true Apple Silicon moment Arm CPU cores, a powerful GPU and gobs of unified RAM? That sounds familiar! There's a lot we still don't know about NVIDIA's RTX Spark AI chip — we're still waiting on deeper technical details and pricing for the first batch of systems — but it has a decent shot of changing the way we think of Windows PCs entirely.
Windows is back on the Microsoft menu
I can't remember the last time Microsoft kicked off a Build keynote with Windows front and center, but that's exactly what CEO Satya Nadella did this week. Nadella didn't address the issues Microsoft is trying to fix in Windows 11 but chose to woo the audience with Microsoft's slick Surface RTX Spark Dev Kit instead, calling it a "dream machine." Nadella unveiled the new Surface hardware just days after Nvidia officially returned to Windows on Arm with its new RTX Spark chips.
Microsoft's Surface Laptop Ultra looks like its first true MacBook Pro competitor
Dell, Asus, Lenovo, HP, MSI, Acer, and Gigabyte are among the PC makers that are designing systems around Nvidia's RTX Spark, Nvidia's new Arm-based chip for Windows PCs. But the flagship RTX Spark PC may be from the same company that makes Windows: the new Microsoft Surface Laptop Ultra is a high-end RTX Spark system that will offer up to 128GB of unified memory for "creators, developers, and AI builders." Microsoft says the Laptop Ultra will be available "later this year" but didn't...
GPU accelerated population genetics statistics using pg_gpu
Population genetics summary statistics-- diversity, divergence, linkage disequilibrium, selection scans, and dimensionality reduction-- are fundamental across human, agricultural, and ecological genomics. As whole-genome sequencing datasets have grown to hundreds of thousands of individuals, the cost of computing these statistics on conventional CPU implementations has become a major bottleneck: windowed scans of a single chromosome arm can take hours to days, and computation of pairwise...
Nvidia, Microsoft, and Arm are all teasing Nvidia’s new N1X laptop processors
Nvidia CEO Jensen Huang with an RTX laptop at CES 2025. | Image: Getty Images It's the world's worst kept secret that Nvidia is about to announce its own Arm-powered laptop chips at Computex this weekend, and now Microsoft, Nvidia, and Arm are all openly teasing the announcement. The Windows and Nvidia GeForce accounts on X both posted "A new era of PC" earlier today, and now Arm has followed up with an identical post. All three posts include coordinates pointing to where Computex is hosted...
Radxa Dragon Q8B: A Laptop Cosplaying as an SBC?
The Radxa Q6A was Radxa’s first Qualcomm-based SBC release last year, and even though we’re still deep in the midst of RAMageddon, Radxa are announcing the Dragon Q8B today, the very same day you’re reading this. Even I don’t know how I’ve managed that in 2026. At its core, a Qualcomm Snapdragon 8cx Gen 3 SoC running at 3GHz provides the horsepower, and provide it does.
This is the Microsoft Surface Laptop Ultra with Nvidia RTX Spark
This shadowy render is the best glimpse Microsoft is giving us so far. Microsoft Once upon a time, Microsoft had to write off $900 million betting an Arm-based Nvidia chip could power its first flagship Windows portable, the original Microsoft Surface. But today, it's trying again.
Nvidia's entrance into the PC market gives investors another reason to own the stock
Nvidia has added another leg to its investment case, planted far away from the data center. It's on your desk at the office and at home. At the influential Computex conference in Taiwan, CEO Jensen Huang focused the first half of his keynote address on the data center and the wonders of Nvidia's Vera computing platform for agentic AI workloads.