NVIDIA Technical Blog

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How the Llama-Nemotron 30M Post Training Dataset was created
May 14, 2025

Build Custom Reasoning Models with Advanced, Open Post-Training Datasets

Synthetic data has become a standard part of large language model (LLM) post-training procedures. Using a large number of synthetically generated examples from...
5 MIN READ
Typical data center interconnection schema for Clos fabric.
May 14, 2025

AI Fabric Resiliency and Why Network Convergence Matters

High-performance computing and deep learning workloads are extremely sensitive to latency. Packet loss forces retransmission or stalls in the communication...
7 MIN READ
image of the paris skyline
May 14, 2025

Get Trained and Certified at GTC Paris at VivaTech 2025

Join us at GTC Paris on June 10th and choose from six full-day, instructor-led workshops.
1 MIN READ
Four tiles of city scenes.
May 14, 2025

NVIDIA TensorRT Unlocks FP4 Image Generation  for NVIDIA Blackwell GeForce RTX 50 Series GPUs

The launch of the NVIDIA Blackwell platform ushered in a new era of improvements in generative AI technology. At its forefront is the newly launched GeForce RTX...
11 MIN READ
May 13, 2025

Connect Simulations with the Real World Using NVIDIA Air Services

NVIDIA Air enables cloud-scale efficiency by creating identical replicas of real-world data center infrastructure deployments. With NVIDIA Air, you can spin up...
6 MIN READ
May 12, 2025

Just Released: NVIDIA Warp is Now Open-Source Under Apache 2.0

NVIDIA Warp, a simulation computing framework, is now accessible to all developers.
1 MIN READ
May 12, 2025

Accelerated AI Inference with NVIDIA NIM on Azure AI Foundry

The integration of NVIDIA NIM microservices into Azure AI Foundry marks a major leap forward in enterprise AI development. By combining NIM microservices with...
8 MIN READ
May 12, 2025

Run Hugging Face Models Instantly with Day-0 Support from NVIDIA NeMo Framework

As organizations strive to maximize the value of their generative AI investments, accessing the latest model developments is crucial to continued success. By...
6 MIN READ

Inference Performance

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Decorative image of a datacenter with floating icons overlaid.
May 06, 2025

LLM Inference Benchmarking Guide: NVIDIA GenAI-Perf and NIM

This is the second post in the LLM Benchmarking series, which shows how to use GenAI-Perf to benchmark the Meta Llama 3 model when deployed with NVIDIA NIM. ...
11 MIN READ
Apr 21, 2025

Optimizing Transformer-Based Diffusion Models for Video Generation with NVIDIA TensorRT

State-of-the-art image diffusion models take tens of seconds to process a single image. This makes video diffusion even more challenging, requiring significant...
8 MIN READ
Apr 02, 2025

NVIDIA Blackwell Delivers Massive Performance Leaps in MLPerf Inference v5.0

The compute demands for large language model (LLM) inference are growing rapidly, fueled by the combination of growing model sizes, real-time latency...
10 MIN READ
Apr 02, 2025

LLM Inference Benchmarking: Fundamental Concepts

This is the first post in the large language model latency-throughput benchmarking series, which aims to instruct developers on common metrics used for LLM...
15 MIN READ
Mar 20, 2025

Boost Llama Model Performance on Microsoft Azure AI Foundry with NVIDIA TensorRT-LLM

Microsoft, in collaboration with NVIDIA, announced transformative performance improvements for the Meta Llama family of models on its Azure AI Foundry platform....
4 MIN READ
Mar 18, 2025

Introducing NVIDIA Dynamo, A Low-Latency Distributed Inference Framework for Scaling Reasoning AI Models

NVIDIA announced the release of NVIDIA Dynamo today at GTC 2025. NVIDIA Dynamo is a high-throughput, low-latency open-source inference serving framework for...
14 MIN READ
Mar 18, 2025

NVIDIA Blackwell Delivers World-Record DeepSeek-R1 Inference Performance

NVIDIA announced world-record DeepSeek-R1 inference performance at NVIDIA GTC 2025. A single NVIDIA DGX system with eight NVIDIA Blackwell GPUs can achieve over...
14 MIN READ
Feb 14, 2025

Optimizing Qwen2.5-Coder Throughput with NVIDIA TensorRT-LLM Lookahead Decoding

Large language models (LLMs) that specialize in coding have been steadily adopted into developer workflows. From pair programming to self-improving AI agents,...
7 MIN READ

Generative AI

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How the Llama-Nemotron 30M Post Training Dataset was created
May 14, 2025

Build Custom Reasoning Models with Advanced, Open Post-Training Datasets

Synthetic data has become a standard part of large language model (LLM) post-training procedures. Using a large number of synthetically generated examples from...
5 MIN READ
image of the paris skyline
May 14, 2025

Get Trained and Certified at GTC Paris at VivaTech 2025

Join us at GTC Paris on June 10th and choose from six full-day, instructor-led workshops.
1 MIN READ
May 12, 2025

Accelerated AI Inference with NVIDIA NIM on Azure AI Foundry

The integration of NVIDIA NIM microservices into Azure AI Foundry marks a major leap forward in enterprise AI development. By combining NIM microservices with...
8 MIN READ
May 12, 2025

Run Hugging Face Models Instantly with Day-0 Support from NVIDIA NeMo Framework

As organizations strive to maximize the value of their generative AI investments, accessing the latest model developments is crucial to continued success. By...
6 MIN READ
An illustration showing molecules and a brain.
May 09, 2025

Applying Specialized LLMs with Reasoning Capabilities to Accelerate Battery Research

Scientific research in complex fields like battery innovation is often slowed by manual evaluation of materials, limiting progress to just dozens of candidates...
11 MIN READ
May 08, 2025

Extending the NVIDIA Agent Intelligence Toolkit to Support New Agentic Frameworks

NVIDIA Agent Intelligence toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents. It focuses on enabling developers to...
12 MIN READ
May 08, 2025

Revolutionizing Neural Reconstruction and Rendering in gsplat with 3DGUT

Realistic 3D simulation is becoming a cornerstone of modern AI and graphics, from training autonomous vehicles (AV) to powering robotics and digital twins....
5 MIN READ
Students sitting around a computer.
May 07, 2025

Concept‑Driven AI Teaching Assistant Guides Students to Deeper Insights

In today's educational landscape, generative AI tools have become both a blessing and a challenge. While these tools offer unprecedented access to information,...
8 MIN READ

Data Science

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May 08, 2025

Accelerate Deep Learning and LLM Inference with Apache Spark in the Cloud

Apache Spark is an industry-leading platform for big data processing and analytics. With the increasing prevalence of unstructured data—documents, emails,...
10 MIN READ
May 08, 2025

Spotlight: Accelerating the Discovery of New Battery Materials with SES AI's Molecular Universe

From the Stone Age to the digital era, materials have been the foundation of our civilization across all epochs. Today, finding new materials leads to progress...
7 MIN READ
May 07, 2025

Building Nemotron-CC, A High-Quality Trillion Token Dataset for LLM Pretraining from Common Crawl Using NVIDIA NeMo Curator

Curating high-quality pretraining datasets is critical for enterprise developers aiming to train state-of-the-art large language models (LLMs). To enable...
7 MIN READ
May 07, 2025

Using Python to Automate 3D Workflows with OpenUSD 

Universal Scene Description (OpenUSD) offers a powerful, open, and extensible ecosystem for describing, composing, simulating, and collaborating within complex...
7 MIN READ
May 02, 2025

An Even Easier Introduction to CUDA (Updated)

Note: This blog post was originally published on Jan 25, 2017, but has been edited to reflect new updates. This post is a super simple introduction to CUDA, the...
16 MIN READ
May 01, 2025

Stacking Generalization with HPO: Maximize Accuracy in 15 Minutes with NVIDIA cuML

Stacking generalization is a widely used technique among machine learning (ML) engineers, where multiple models are combined to boost overall predictive...
7 MIN READ
Apr 29, 2025

Structuring Applications to Secure the KV Cache

When interacting with transformer-based models like large language models (LLMs) and vision-language models (VLMs), the structure of the input shapes the...
11 MIN READ
A fireside chat with Kaggle Grandmasters.
Apr 29, 2025

Kaggle Grandmasters Unveil Winning Strategies for Data Science Superpowers

Kaggle Grandmasters David Austin and Chris Deotte from NVIDIA and Ruchi Bhatia from HP joined Brenda Flynn from Kaggle at this year’s Google Cloud Next...
9 MIN READ

Robotics

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image of the paris skyline
May 14, 2025

Get Trained and Certified at GTC Paris at VivaTech 2025

Join us at GTC Paris on June 10th and choose from six full-day, instructor-led workshops.
1 MIN READ
May 12, 2025

Just Released: NVIDIA Warp is Now Open-Source Under Apache 2.0

NVIDIA Warp, a simulation computing framework, is now accessible to all developers.
1 MIN READ
Apr 25, 2025

R²D²: Adapting Dexterous Robots with NVIDIA Research Workflows and Models

Robotic arms are used today for assembly, packaging, inspection, and many more applications. However, they are still preprogrammed to perform specific and often...
8 MIN READ
Mar 31, 2025

Simulating Robots in Industrial Facility Digital Twins

Industrial enterprises are embracing physical AI and autonomous systems to transform their operations. This involves deploying heterogeneous robot fleets that...
6 MIN READ
Mar 27, 2025

R²D²: Advancing Robot Mobility and Whole-Body Control with Novel Workflows and AI Foundation Models from NVIDIA Research

Welcome to the first edition of the NVIDIA Robotics Research and Development Digest (R2D2). This technical blog series will give developers and researchers...
10 MIN READ
Mar 26, 2025

Just Released: Omniverse Kit 107.0

Kit SDK 107.0 is a major update release with primary updates for robotics development.
1 MIN READ
Mar 20, 2025

Easily Build Edge AI Apps with Dynamic Flow Control in NVIDIA Holoscan 3.0

NVIDIA announced at GTC 2025 the release of NVIDIA Holoscan 3.0, the real-time AI sensor processing platform. This latest version provides dynamic flow control,...
4 MIN READ
A patient laying on a doctor's table with a robotic arm examining them.
Mar 18, 2025

Introducing NVIDIA Isaac for Healthcare, an AI-Powered Medical Robotics Development Platform

The future of MedTech is robotic—hospitals will be fully automated, with AI-driven surgical systems, robotic assistants, and autonomous patient care...
10 MIN READ

Simulation / Modeling / Design

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May 12, 2025

Just Released: NVIDIA Warp is Now Open-Source Under Apache 2.0

NVIDIA Warp, a simulation computing framework, is now accessible to all developers.
1 MIN READ
May 09, 2025

CUDA C++ Compiler Updates Impacting ELF Visibility and Linkage

In the next CUDA major release, CUDA 13.0, NVIDIA is introducing two significant changes to the NVIDIA CUDA Compiler Driver (NVCC) that will impact ELF...
11 MIN READ
May 08, 2025

Revolutionizing Neural Reconstruction and Rendering in gsplat with 3DGUT

Realistic 3D simulation is becoming a cornerstone of modern AI and graphics, from training autonomous vehicles (AV) to powering robotics and digital twins....
5 MIN READ
May 07, 2025

Using Python to Automate 3D Workflows with OpenUSD 

Universal Scene Description (OpenUSD) offers a powerful, open, and extensible ecosystem for describing, composing, simulating, and collaborating within complex...
7 MIN READ
Image of someone using a VR headset driving a simular
May 06, 2025

Powering Next-Gen XR Design at Rivian with NVIDIA RTX PRO Blackwell Desktop GPUs

For professionals pushing the boundaries of XR, creating the most immersive and highest fidelity experiences is always challenging. Demanding XR workflows push...
6 MIN READ
May 02, 2025

An Even Easier Introduction to CUDA (Updated)

Note: This blog post was originally published on Jan 25, 2017, but has been edited to reflect new updates. This post is a super simple introduction to CUDA, the...
16 MIN READ
May 01, 2025

NVIDIA Blackwell and NVIDIA CUDA 12.9 Introduce Family-Specific Architecture Features

One of the earliest architectural design decisions that went into the CUDA platform for NVIDIA GPUs was support for backward compatibility of GPU code. This...
14 MIN READ
Apr 28, 2025

How SETI Uses AI to Search for Intelligent Alien Life

A researcher from the SETI Institute described to a packed audience at GTC 2025 how SETI had successfully trialed a novel method to identify interstellar radio...
3 MIN READ

Computer Vision / Video Analytics

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May 08, 2025

Revolutionizing Neural Reconstruction and Rendering in gsplat with 3DGUT

Realistic 3D simulation is becoming a cornerstone of modern AI and graphics, from training autonomous vehicles (AV) to powering robotics and digital twins....
5 MIN READ
Apr 24, 2025

Benchmarking Agentic LLM and VLM Reasoning for Gaming with NVIDIA NIM

This is the first post in the LLM Benchmarking series, which shows how to use GenAI-Perf to benchmark the Meta Llama 3 model when deployed with NVIDIA NIM. ...
7 MIN READ
A heatmap animated GIF.
Apr 16, 2025

AI-Generated Heat Maps Keep Seniors and their Privacy Safe

By 2030, more than one in five Americans will be 65 or older, becoming the United States’ largest group of seniors ever. Silicon Valley-based startup Butlr...
4 MIN READ
Apr 11, 2025

AI Advances Parkinson’s Detection Using Standard MRI Scans

A simple brain scan may soon be all that's needed to accurately diagnose Parkinson’s disease, thanks to a new AI-powered tool. The advancement could help...
3 MIN READ
Decorative image of a llama in sunglasses standing on two feet, with a shadow that is flexing it's muscles.
Apr 05, 2025

NVIDIA Accelerates Inference on Meta Llama 4 Scout and Maverick

The newest generation of the popular Llama AI models is here with Llama 4 Scout and Llama 4 Maverick. Accelerated by NVIDIA open-source software, they can...
4 MIN READ
Mar 31, 2025

Simulating Robots in Industrial Facility Digital Twins

Industrial enterprises are embracing physical AI and autonomous systems to transform their operations. This involves deploying heterogeneous robot fleets that...
6 MIN READ
Mar 11, 2025

Build Real-Time Multimodal XR Apps with NVIDIA AI Blueprint for Video Search and Summarization

With the recent advancements in generative AI and vision foundational models, VLMs present a new wave of visual computing wherein the models are capable of...
9 MIN READ
Mar 03, 2025

AI Model Offers Conservationists New Tools to Protect Fisheries, Wildlife at Scale

In an effort to rein in illicit fishing, researchers have unveiled a new open-source AI model that can accurately identify what virtually all of the world’s...
5 MIN READ

Content Creation / Rendering

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Four tiles of city scenes.
May 14, 2025

NVIDIA TensorRT Unlocks FP4 Image Generation  for NVIDIA Blackwell GeForce RTX 50 Series GPUs

The launch of the NVIDIA Blackwell platform ushered in a new era of improvements in generative AI technology. At its forefront is the newly launched GeForce RTX...
11 MIN READ
Apr 24, 2025

Fast Ray Tracing of Dynamic Scenes Using NVIDIA OptiX 9 and NVIDIA RTX Mega Geometry

Real-time ray tracing is a powerful rendering technique that can create incredibly realistic images. NVIDIA OptiX and RTX technology make this possible, even...
9 MIN READ
Apr 23, 2025

Real-Time GPU-Accelerated Gaussian Splatting with NVIDIA DesignWorks Sample vk_gaussian_splatting

Gaussian splatting is a novel approach to rendering complex 3D scenes by representing them as a collection of anisotropic Gaussians in 3D space. This technique...
3 MIN READ
A robot arm carving a sculpture.
Apr 21, 2025

AI Inspires Artists and Industrialists to Reimagine their Crafts

AI has become nearly synonymous with innovation. As it rushes onto the world stage, AI is seeding inspiration in creators and problem-solvers of all...
4 MIN READ
Apr 17, 2025

Neural Rendering in NVIDIA OptiX Using Cooperative Vectors

The release of NVIDIA OptiX 9.0 introduces a new feature called cooperative vectors that enables AI workflows as part of ray tracing kernels. The feature...
13 MIN READ
Apr 09, 2025

Just Released: NVIDIA AI Workbench 2025.03.10

NVIDIA AI Workbench 2025.03.10 features streamlined onboarding and enhanced UX for multicontainer projects.
1 MIN READ
Mar 26, 2025

Just Released: Omniverse Kit 107.0

Kit SDK 107.0 is a major update release with primary updates for robotics development.
1 MIN READ
Decorative image of product icons.
Mar 25, 2025

Kickstart Your AI Journey on RTX AI PCs and Workstations with NVIDIA NIM Microservices

With emerging use cases such as digital humans, agents, podcasts, images, and video generation, generative AI is changing the way we interact with PCs. This...
7 MIN READ

Conversational AI

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Students sitting around a computer.
May 07, 2025

Concept‑Driven AI Teaching Assistant Guides Students to Deeper Insights

In today's educational landscape, generative AI tools have become both a blessing and a challenge. While these tools offer unprecedented access to information,...
8 MIN READ
Apr 29, 2025

Spotlight: Personal AI Brings AI Receptionists to Small Business Owners with NVIDIA Riva

It's 10 p.m. on a Tuesday when the phone rings at the Sapochnick Law Firm, a specialized law practice in San Diego, California. The caller, a client of the...
6 MIN READ
Apr 22, 2025

NVIDIA GTC Training Labs Now Available On Demand

Missed GTC? This year’s training labs are now available on demand to watch anywhere, anytime.
1 MIN READ
Apr 18, 2025

Upcoming Event: NVIDIA Agent Toolkit Hackathon

Build a high-performance agentic AI system using the open-source NVIDIA Agent Intelligence toolkit — contest runs May 12 to May 23.
1 MIN READ
Apr 10, 2025

Curating Biological Findings from Scientific Literature with NVIDIA NIM

Scientific papers are highly heterogeneous, often employing diverse terminologies for the same entities, using varied methodologies to study biological...
7 MIN READ
Apr 09, 2025

Prevent LLM Hallucinations with the Cleanlab Trustworthy Language Model in NVIDIA NeMo Guardrails

As more enterprises integrate LLMs into their applications, they face a critical challenge: LLMs can generate plausible but incorrect responses, known as...
9 MIN READ
Apr 09, 2025

Just Released: NVIDIA AI Workbench 2025.03.10

NVIDIA AI Workbench 2025.03.10 features streamlined onboarding and enhanced UX for multicontainer projects.
1 MIN READ
Decorative image of a llama in sunglasses standing on two feet, with a shadow that is flexing it's muscles.
Apr 05, 2025

NVIDIA Accelerates Inference on Meta Llama 4 Scout and Maverick

The newest generation of the popular Llama AI models is here with Llama 4 Scout and Llama 4 Maverick. Accelerated by NVIDIA open-source software, they can...
4 MIN READ

Edge Computing

See all
Apr 22, 2025

NVIDIA GTC Training Labs Now Available On Demand

Missed GTC? This year’s training labs are now available on demand to watch anywhere, anytime.
1 MIN READ
Decorative image.
Apr 16, 2025

Efficient Federated Learning in the Era of LLMs with Message Quantization and Streaming

Federated learning (FL) has emerged as a promising approach for training machine learning models across distributed data sources while preserving data privacy....
8 MIN READ
Apr 15, 2025

Event: Data Filtering Challenge for Training Edge Language Models

You’re invited to join the challenge. Develop and apply innovative data filtering techniques to curate datasets that enhance edge LM performance.
1 MIN READ
Decorative image.
Apr 11, 2025

Effortless Federated Learning on Mobile with NVIDIA FLARE and Meta ExecuTorch

NVIDIA and the PyTorch team at Meta announced a groundbreaking collaboration that brings federated learning (FL) capabilities to mobile devices through the...
12 MIN READ
An image of a robot underwater.
Apr 08, 2025

Using AI to Better Understand the Ocean

Humans know more about deep space than we know about Earth’s deepest oceans. But scientists have plans to change that—with the help of AI.  “We have...
3 MIN READ
Diagram of a retail clothing store with an avatar consulting a kiosk.
Mar 12, 2025

Lightweight, Multimodal, Multilingual Gemma 3 Models Are Streamlined for Performance

Building AI systems with foundation models requires a delicate balancing of resources such as memory, latency, storage, compute, and more. One size does not fit...
3 MIN READ
Mar 10, 2025

Streamline LLM Deployment for Autonomous Vehicle Applications with NVIDIA DriveOS LLM SDK

Large language models (LLMs) have shown remarkable generalization capabilities in natural language processing (NLP). They are used in a wide range of...
7 MIN READ
Feb 20, 2025

Featured Computer Vision and Video Analytics Sessions at NVIDIA GTC 2025

Explore visually perceptive AI agents, the latest vision AI technologies, hands-on training, and inspiring deployments.
1 MIN READ

Data Center / Cloud

See all
How the Llama-Nemotron 30M Post Training Dataset was created
May 14, 2025

Build Custom Reasoning Models with Advanced, Open Post-Training Datasets

Synthetic data has become a standard part of large language model (LLM) post-training procedures. Using a large number of synthetically generated examples from...
5 MIN READ
Typical data center interconnection schema for Clos fabric.
May 14, 2025

AI Fabric Resiliency and Why Network Convergence Matters

High-performance computing and deep learning workloads are extremely sensitive to latency. Packet loss forces retransmission or stalls in the communication...
7 MIN READ
Four tiles of city scenes.
May 14, 2025

NVIDIA TensorRT Unlocks FP4 Image Generation  for NVIDIA Blackwell GeForce RTX 50 Series GPUs

The launch of the NVIDIA Blackwell platform ushered in a new era of improvements in generative AI technology. At its forefront is the newly launched GeForce RTX...
11 MIN READ
May 13, 2025

Connect Simulations with the Real World Using NVIDIA Air Services

NVIDIA Air enables cloud-scale efficiency by creating identical replicas of real-world data center infrastructure deployments. With NVIDIA Air, you can spin up...
6 MIN READ
May 09, 2025

CUDA C++ Compiler Updates Impacting ELF Visibility and Linkage

In the next CUDA major release, CUDA 13.0, NVIDIA is introducing two significant changes to the NVIDIA CUDA Compiler Driver (NVCC) that will impact ELF...
11 MIN READ
A multi-data center illustration.
May 08, 2025

Turbocharge LLM Training Across Long-Haul Data Center Networks with NVIDIA Nemo Framework

Multi-data center training is becoming essential for AI factories as pretraining scaling fuels the creation of even larger models, leading the demand for...
6 MIN READ
May 08, 2025

Accelerate Deep Learning and LLM Inference with Apache Spark in the Cloud

Apache Spark is an industry-leading platform for big data processing and analytics. With the increasing prevalence of unstructured data—documents, emails,...
10 MIN READ
Students sitting around a computer.
May 07, 2025

Concept‑Driven AI Teaching Assistant Guides Students to Deeper Insights

In today's educational landscape, generative AI tools have become both a blessing and a challenge. While these tools offer unprecedented access to information,...
8 MIN READ