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Nvidia Technical Blog

AI Reasoning at Scale Try out DeepSeek-R1’s reasoning capabilities with NVIDIA-hosted APIs or deploy it anywhere with NVIDIA NIM inference microservices. Accelerate Apache Spark ML on NVIDIA GPUs with Zero Code Change How Using a Reranking Microservice Can Improve Accuracy and Costs of Information Retrieval Superchar

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NVIDIA Technical Blog
developer.nvidia.com > blog

How NVIDIA Groq 3 LPX Unlocks Ultrafast Interactivity at Long Context on NVIDIA Vera Rubin

2+ week, 6+ day ago   (423+ words) NVIDIA Groq 3 LPX is the interactive AI inference accelerator for the NVIDIA Vera Rubin platform. At the core of the platform is NVIDIA Vera Rubin NVL72…...

NVIDIA Technical Blog
developer.nvidia.com > blog > developing-nvidia-holoscan-applications-with-cli-skills-and-ai-coding-agents

Developing NVIDIA Holoscan applications with CLI, skills, and AI coding agents

3+ week, 4+ day ago   (1013+ words) NVIDIA Holoscan is a platform for building real-time AI applications at the edge, from medical...

NVIDIA Technical Blog
developer.nvidia.com > blog

Developing Nemotron 3.5 Lightning NVFP4 with QAD Using NVIDIA Model Optimizer

3+ week, 6+ day ago   (1111+ words) latency, speed, memory, and compute. With the open NVIDIA Nemotron family of models…...

NVIDIA Technical Blog
developer.nvidia.com > blog > scale-av-perception-across-vehicle-platforms-with-nvidia-omniverse-nurec

Scale AV Perception Across Vehicle Platforms with NVIDIA Omniverse NuRec

2+ week, 2+ day ago   (1227+ words) collecting and labeling a large dataset for each one. NVIDIA Omniverse NuRec makes this process more practical....This tutorial uses reconstructed scenes from the NVIDIA Physical AI NuRec Dataset to complete the four...download one scene. If using a coding…...

NVIDIA Technical Blog
developer.nvidia.com > blog > post-train-nvidia-cosmos-3-edge-for-on-device-robot-control

Post-Train NVIDIA Cosmos 3 Edge for On-Device Robot Control

3+ week, 5+ day ago   (786+ words) deployment difficult. This changes with the new NVIDIA Cosmos 3 Edge. Cosmos 3 Edge is a 4B omni-model (with a 2B NVIDIA Nemotron-based reasoner) in the Cosmos 3 family....was pretrained on the same physical-world data as NVIDIA Cosmos 3 Nano and NVIDIA Cosmos 3 Super and…...

NVIDIA Technical Blog
developer.nvidia.com > blog > nvidia-avo-reaches-100-on-arc-agi-3-demonstrating-a-frontier-level-general-purpose-architecture-for-long-horizon-autonomous-agents

NVIDIA AVO Reaches 100% on ARC-AGI-3, Demonstrating a Frontier-Level General-Purpose Architecture

3+ week, 2+ day ago   (1011+ words) general-purpose coding agent system developed by NVIDIA. Like modern coding agents, AVO can inspect and...directions, and produced 40 committed kernel versions. On NVIDIA DGX B200 systems, the resulting multihead attention...forward progress when the search plateaued. The NVIDIA team recently applied…...

NVIDIA Technical Blog
developer.nvidia.com > blog > cuda-toolkit-13-4-adds-windows-on-arm-support-and-greater-control-over-shared-gpus

CUDA Toolkit 13.4 Adds Windows on Arm Support and Greater Control over Shared GPUs

4+ day, 6+ hour ago   (1124+ words) Every NVIDIA CUDA Toolkit release adds functionality and performance improvements that help developers get more from NVIDIA GPUs and the broader NVIDIA software platform. CUDA Toolkit 13.4 adds support...also introduces early developer support for the NVIDIA Rubin GPU architecture, enhanced…...

NVIDIA Technical Blog
developer.nvidia.com > blog > nvidia-bluefield-4-powers-new-scale-in-network-infrastructure-for-agentic-ai-factories

NVIDIA BlueField-4 Powers New Scale-In Network Infrastructure for Agentic AI Factories

2+ week, 6+ day ago   (205+ words) North-south networks provide the access path into and out of a data center, connecting users, applications, data sources, storage systems, and services to individual systems. Traditional cloud data centers built these networks around software-defined infrastructure, composability, and elasticity, so resources…...

NVIDIA Technical Blog
developer.nvidia.com > blog > introducing-cuda-rust-two-tracks-for-writing-gpu-kernels

Introducing CUDA Rust: Two Tracks for Writing GPU Kernels

1+ week, 2+ day ago   (1308+ words) In September 2026, NVIDIA announced it is leaning into native GPU programming in Rust. CUDA...Python are mature, enterprise-grade toolchains, and NVIDIA will be growing and maturing CUDA Rust into 2027...at compile time without giving up performance. NVIDIA is part of…...

NVIDIA Technical Blog
developer.nvidia.com > blog > how-to-size-gpus-for-ai-inference-and-tco-without-overspending

How to Size GPUs for AI Inference and TCO Without Overspending

1+ week, 6+ day ago   (571+ words) Cutting through the noise starts with one deceptively simple question: What problem are you solving? Different use cases map to wildly different infrastructure footprints. At a high level, most inference workloads fall into one of these four buckets: After mapping…...

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