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Nvidia CEO says has capacity to supply robust CPU and GPU growth
Nvidia CEO says has capacity to supply robust CPU and GPU growth TAIPEI, June 2 : Nvidia Chief Executive Jensen Huang said on Tuesday the company has enough supply to accommodate robust growth for central processing units (CPUs) as well as graphics processing units (GPUs). Huang was speaking at Nvidia's GTC press conference during Computex week in Taipei a day after the $5 trillion chip giant unveiled a new chip that processes artificial intelligence capabilities directly.
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.
GPU Acceleration of Collinear and Noncollinear DFT Using a Numerical Atomic Orbital-Based DFT Code
new Abstract: We implement GPU acceleration of collinear and noncollinear density functional theory (DFT) calculations in the numerical atomic orbitals (NAOs) code OpenMX by offloading matrix multiplications and eigenvalue solves (plus selected auxiliary steps) to cuBLAS/cuSOLVER and OpenACC. Benchmarks on the Pegasus supercomputer (per node: a 48-core Intel Xeon Platinum 8468 CPU and one NVIDIA H100 GPU) compare GPU-accelerated and CPU-only runs under identical settings. For a 512-atom...
LLM-Based Porting of Optimized C++ to CUDA Through Deoptimization and Reoptimization
arXiv:2606.06063v1 Announce Type: new Abstract: When porting high-performance computing (HPC) code from CPU to GPU, CPU-oriented optimizations may obstruct LLM-based CUDA translation. We design and evaluate a Deopt-Reopt workflow that first simplifies the input C++ code and then retranslates and reoptimizes it for CUDA, comparing it against direct translation (Direct) on twelve HPC kernels with two LLMs (gpt-oss-120b (O120) and qwen-3-235b-a22b-instruct-2507 (Q235)) in Single-shot (one pass)...
GNStor: Design of GPU-Native High-Performance Remote All-Flash Array
arXiv:2606.04908v1 Announce Type: new Abstract: GPU has become the leading computing device for a wide range of data-intensive applications, which tightly collaborates with remote all-flash array (AFA) to accommodate ever-expanding datasets, facilitate multi-client data sharing, and guarantee fault tolerance. Although GPU is the center of computation, all I/O processes in existing GPU-AFA systems are still CPU-centric. CPU orchestrates remote I/O requests and executes a centralized AFA...
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.
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.
PlayStation Architecture
Supporting imagery A quick introduction Sony knew that 3D hardware could get very messy to develop for. Thus, their debuting console will keep its design simple and practical… Although this may come at a cost!
Composable function systems as a general-purpose rendering framework
arXiv:2606.02226v1 Announce Type: new Abstract: Function systems exist as a natural language for the meshless creation and manipulation of complex objects while maintaining minimal memory on the Graphics Processing Unit (GPU) or Central Processing Unit (CPU). This paper proposes a new method for general-purpose (non-fractal) visualizations and simulations with function systems and introduces Quibble, a metaprogramming framework for composing such systems on the GPU. We also discuss several...
Nvidia's Grace Blackwell superchips are officially coming to the PC with RTX Spark notebooks
COMPUTEX 2026: It only took a year and a half but the same silicon at the heart of Nvidia's DGX Spark AI workstations will soon be powering Windows PCs. During his GTC Taiwan keynote on Monday, Nvidia CEO Jensen Huang revealed the N1X, a high-end mobile processor that combines an Arm-based CPU co-designed with MediaTek with a Blackwell based GPU on board. Marketed under the “RTX Spark” banner, Nvidia’s new notebooks and mini PCs signal a deeper push into the a PC arena long dominated by...