Acceleration is all you need (now)

https://octo.ai/blog/acceleration-is-all-you-need-techniques-powering-octostacks-10x-performance-boost/

Artificial Intelligence Computing Leadership from NVIDIA

Cybersecurity Introducing NVIDIA Open Agent Safety Platform

NVIDIA and over 100 industry partners are uniting to deliver the safety layer for agents.

NVIDIA GTC GTC Washington, D.C.

November 30–December 3
Join us to explore how AI is accelerating American economic growth and scientific discovery at the Ronald Reagan Building and International Trade Center.

Keynote Watch NVIDIA CEO Jensen Huang’s Keynote at GTC Berlin

October 21, 11 a.m.–1 p.m. CEST

Hear how AI factories, open models, physical AI, and accelerated computing are advancing every industry.

Creatives Helping Pinterest Understand Your Vibe With NVIDIA

With NVIDIA Blackwell and NVIDIA Dynamo, Pinterest’s AI responds faster with 25x more visual context per request. 

Image courtesy of Pinterest

HPC NVIDIA Expands CUDA-Q Platform for Fault-Tolerant Quantum Computing

CUDA-Q™ Logical is a new orchestration layer that allows developers to build and optimize quantum applications capable of running on useful, fault-tolerant quantum computing systems.

NVIDIA and Palantir Bring Sovereign Intelligence to Supply Chains

First deployed inside NVIDIA, the stack brings NVIDIA Nemotron open models into Palantir AIP to codify supply chain expertise and speed the path from wafer to first token.

Cybersecurity

Introducing NVIDIA Open Agent Safety Platform

NVIDIA GTC

GTC Washington, D.C. 

Keynote

Watch NVIDIA CEO Jensen Huang’s Keynote at GTC Berlin

Creatives

Helping Pinterest Understand Your Vibe With NVIDIA

HPC

NVIDIA Expands CUDA-Q Platform for Fault-Tolerant Quantum Computing

Agentic AI

NVIDIA and Palantir Bring Sovereign Intelligence to Supply Chains

  1. Cybersecurity
  2. NVIDIA GTC
  3. Keynote
  4. Creatives
  5. HPC
  6. Agentic AI

Building in America, for America

NVIDIA and our partners are strengthening American manufacturing, creating jobs, and accelerating healthcare and scientific discovery for growth and prosperity.

GTC Washington, D.C. Registration Is Now Open

Join developers, researchers, and business leaders on Nov. 30–Dec. 3 to explore the next wave of AI innovation. Get Your Pass Now

Artificial Intelligence

AI is powering change in every industry. From generative AI and speech recognition to medical imaging and improved supply chain management, AI is providing enterprises that compute power, tools, and algorithms their teams need to do their life's work.

  1. Short Description
  2. Helping Pinterest
  3. NVIDIA AI for Media Brings
  4. Sovereign Intelligence
  5. Custom AI for Cyber
  6. Perplexity Portable Computer
  7. SpaceXAI Adopts NVIDIA Vera
  8. NVIDIA Nemotron 3.5 Lightning
  9. Switchyard LLM Model Routing
  10. Faster, Smarter, More Efficient Agentic AI
  11. Creating SFG CMPTX 6

Design and Simulation

NVIDIA accelerated computing, libraries and AI models enable software makers and industry manufacturers to develop products for large-scale, physically accurate simulations and interactive digital twins so teams can efficiently build, train, and test advanced systems before deployment, bringing products to market faster.

  1. Short Description
  2. Physical AI Conference
  3. Industrial AI and Manufacturing
  4. Arup Advances Low-Carbon
  5. NVIDIA Agent Toolkit Expands
  6. Build Simulation-Ready SIGG26 1
  7. Digital Twins for Ecommerce
  8. Industrial Software CMPTX26 1
  9. NVIDIA and TSMC CMPTX26 2
  10. How Dassault Systèmes
  11. NVIDIA and Synopsys
  12. NVIDIA at Hannover Messe 2026

High-Performance Computing

High-performance computing (HPC) is the ability to process data and perform complex calculations at high speeds. HPC is one of the most essential tools fueling the advancement of computational science.

  1. Short Description
  2. NVIDIA Expands CUDA-Q
  3. NVIDIA Powers Over 400
  4. NVIDIA Vera CPUs Lead
  5. New NVIDIA AI Software
  6. JUPITER Shows What Exascale
  7. Europe Unveils 35
  8. 20 Years of CUDA
  9. Announcing NVIDIA cuEST GTC26 1

Gaming and Creating

NVIDIA RTX™ powers the world’s fastest PCs and the ultimate platform for gamers and creators. Enjoy beautiful ray tracing, AI-powered DLSS, and much more in games and applications, on your desktop, laptop, in the cloud, or in your living room.

  1. Short Description
  2. DLSS 5
  3. Summary Gamescom 1
  4. NVIDIA RTX Spark CMPTX26 1
  5. BTS 2026
  6. 50 Series Desktop SFG 1
  7. GeForce RTX 50 Series Laptops
  8. CONTROL Resonant
  9. VAL FWG
  10. GFN SFG
  11. Creating New CMPTX26 4

Automotive

From design and manufacturing to autonomous vehicle development and deployment—and agentic AI that helps build and power the car—NVIDIA delivers the compute, software, and infrastructure to support the entire vehicle lifecycle and drive the future of mobility.

  1. Short Description
  2. The World’s Robotaxi Leaders
  3. The Frontier Open Model for
  4. Toyota and NVIDIA Expand
  5. The World Is Building CMPTX26 1
  6. NVIDIA Unveils Alpamayo CMPTX26 2
  7. Hyundai, Kia, and NVIDIA GTC26 2
  8. Automotive Special Address
  9. Leading Automakers Adopt GTC26 1
  10. Automotive GTC Conference Sessions
  11. NVIDIA DRIVE AV Raises

Robotics and Edge AI

The NVIDIA Jetson™ and Isaac™ platforms provide end-to-end solutions to develop and deploy AI-powered autonomous machines and edge computing applications across manufacturing, logistics, healthcare, smart cities, and retail.

  1. Short Description
  2. NVIDIA Isaac ROS 5.0 Advances
  3. Why Deploying Physical AI
  4. Join NVIDIA at ROSCon
  5. Robotics Conference Sessions
  6. NVIDIA Announces Jetson
  7. NVIDIA at Actuate 2026
  8. Firefly Aerospace Brings
  9. NVIDIA Halos for Robotics

Data Center and Cloud Computing

From the cloud to the office to the data center to the edge, NVIDIA provides solutions that deliver breakthrough performance on enterprise AI and HPC workloads at any scale, driving business decisions in real time and resulting in faster time to value.

  1. Short Description
  2. Vera Rubin Delivers Leading
  3. Advancing Infrastructure
  4. AWS and NVIDIA Expand
  5. Solve Agentic AI Fleet
  6. Why AI Factories Need
  7. NVIDIA Scale-In: AI Factory
  8. NVIDIA Extends Vera Rubin
  9. Groq 3 LPX in Full Production

About NVIDIA

NVIDIA pioneered accelerated computing to tackle challenges no one else can solve. Our work in AI and digital twins is transforming the world's largest industries and profoundly impacting society.

  1. Short Description
  2. Save the Date for GTC Berlin
  3. GTC DC
  4. Building in America, for America
  5. Join NVIDIA at SIGGRAPH 2026
  6. NVIDIA GTC Taipei at COMPUTEX 2026
  7. Computex Pre Game
  8. GTC26 pregame
  9. AI is a Five-Layer Cake
  10. Our Story

SMS is Now a Part of NVIDIA

SMS was acquired by NVIDIA Corporation of Santa Clara, CA in May 2022 and was dissolved as a separate corporate entity. NVIDIA is incorporating SMS technology into its Omniverse platform and OpenUSD. For legacy support content please refer to the following: SMLib and NLib.

Deci is Now a Part of NVIDIA

Deci was acquired by NVIDIA Corporation of Santa Clara, CA in May 2024 and was dissolved as a separate corporate entity. For legacy support content please refer to the following: Deci AI Documentation

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"url": "https://octo.ai/blog/acceleration-is-all-you-need-techniques-powering-octostacks-10x-performance-boost/",
"title": "World Leader in Artificial Intelligence Computing",
"description": "NVIDIA invents the GPU, creates the largest gaming platform, powers the world’s fastest supercomputer, and drives advances in AI, HPC, gaming, creative design, autonomous vehicles, and robotics.",
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"content": "<div>\n <div>\n <p>\n </p><h2>\n Artificial Intelligence Computing Leadership from NVIDIA\n </h2>\n <p></p>\n </div>\n<div>\n <div>\n <div>\n<div>\n <p>\n </p><h2>\n <span>Cybersecurity</span> Introducing NVIDIA Open Agent Safety Platform\n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span>NVIDIA and over 100 industry partners are uniting to deliver the safety layer for agents.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n <p>\n </p><h2>\n <span>NVIDIA GTC</span> GTC Washington, D.C. \n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span><strong>November 30–December 3<br /> </strong>Join us to explore how AI is accelerating American economic growth and scientific discovery at the Ronald Reagan Building and International Trade Center.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n <p>\n </p><h2>\n <span>Keynote</span> Watch NVIDIA CEO <span>Jensen Huang’s Keynote</span> at GTC Berlin\n </h2>\n <p></p>\n </div>\n<div>\n \t<p><span>October 21, 11 a.m.–1 p.m. CEST</span></p> \n<p><span>Hear how AI factories, open models, physical AI, and accelerated computing are advancing every industry.</span></p>\n </div>\n</div>\n<div>\n<div>\n <p>\n </p><h2>\n <span>Creatives</span> Helping Pinterest Understand Your Vibe With NVIDIA\n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span>With NVIDIA Blackwell and NVIDIA Dynamo, Pinterest’s AI responds faster with 25x more visual context per request. </span></p>\n\t\t\t</div>\n<div>\n\t\t\t\t<p><span>Image courtesy of Pinterest</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n <p>\n </p><h2>\n <span>HPC</span> NVIDIA Expands CUDA-Q Platform for Fault-Tolerant Quantum Computing\n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span>CUDA-Q™ Logical is a new orchestration layer that allows developers to build and optimize quantum applications capable of running on useful, fault-tolerant quantum computing systems.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n <p>\n </p><h2>\n NVIDIA and Palantir Bring Sovereign Intelligence to Supply Chains\n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span>First deployed inside NVIDIA, the stack brings NVIDIA Nemotron open models into Palantir AIP to codify supply chain expertise and speed the path from wafer to first token.</span></p>\n\t\t\t</div>\n</div>\n </div>\n\t\t <div>\n\t\t <div>\n\t\t <p><span>Cybersecurity</span></p><p>Introducing NVIDIA Open Agent Safety Platform</p>\n\t\t </div>\n\t\t <div>\n\t\t <p><span>NVIDIA GTC</span></p><p>GTC Washington, D.C. </p>\n\t\t </div>\n\t\t <div>\n\t\t <p><span>Keynote</span></p><p>Watch NVIDIA CEO Jensen Huang’s Keynote at GTC Berlin</p>\n\t\t </div>\n\t\t <div>\n\t\t <p><span>Creatives</span></p><p>Helping Pinterest Understand Your Vibe With NVIDIA<br />\n</p>\n\t\t </div>\n\t\t <div>\n\t\t <p><span>HPC</span></p><p>NVIDIA Expands CUDA-Q Platform for Fault-Tolerant Quantum Computing</p>\n\t\t </div>\n\t\t <div>\n\t\t <p><span>Agentic AI</span></p><p>NVIDIA and Palantir Bring Sovereign Intelligence to Supply Chains</p>\n\t\t </div>\n\t\t </div>\n <ol>\n <li>Cybersecurity</li>\n<li>NVIDIA GTC</li>\n<li>Keynote</li>\n<li>Creatives</li>\n<li>HPC</li>\n<li>Agentic AI</li>\n </ol>\n </div>\n<div>\n <div>\n <p>\n </p><h2>\n Building in America, for America\n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span>NVIDIA and our partners are strengthening American manufacturing, creating jobs, and accelerating healthcare and scientific discovery for growth and prosperity.</span></p>\n\t\t\t</div>\n</div>\n<div>\n <div>\n <p>\n </p><h2>\n GTC Washington, D.C. Registration Is Now Open\n </h2>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p><span>Join developers, researchers, and business leaders on Nov. 30–Dec. 3 to explore the next wave of AI innovation. <span><span><a target=\"_blank\" href=\"https://www.nvidia.com/gtc/\"><strong>Get Your Pass Now <span></span></strong></a></span></span></span></p>\n\t\t\t</div>\n</div>\n<div>\n <h3>\n Artificial Intelligence\n </h3>\n <div>\n <div>\n <p><span>AI is powering change in every industry. From generative AI and speech recognition to medical imaging and improved supply chain management, AI is providing enterprises that compute power, tools, and algorithms their teams need to do their life's work.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>Helping Pinterest</li>\n<li>NVIDIA AI for Media Brings</li>\n<li>Sovereign Intelligence</li>\n<li>Custom AI for Cyber</li>\n<li>Perplexity Portable Computer</li>\n<li>SpaceXAI Adopts NVIDIA Vera</li>\n<li>NVIDIA Nemotron 3.5 Lightning</li>\n<li>Switchyard LLM Model Routing</li>\n<li>Faster, Smarter, More Efficient Agentic AI</li>\n<li>Creating SFG CMPTX 6</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n Design and Simulation\n </h3>\n <div>\n <div>\n <p><span>NVIDIA accelerated computing, libraries and AI models enable software makers and industry manufacturers to develop products for large-scale, physically accurate simulations and interactive digital twins so teams can efficiently build, train, and test advanced systems before deployment, bringing products to market faster.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>Physical AI Conference</li>\n<li>Industrial AI and Manufacturing</li>\n<li>Arup Advances Low-Carbon</li>\n<li>NVIDIA Agent Toolkit Expands</li>\n<li>Build Simulation-Ready SIGG26 1</li>\n<li>Digital Twins for Ecommerce</li>\n<li>Industrial Software CMPTX26 1</li>\n<li>NVIDIA and TSMC CMPTX26 2</li>\n<li>How Dassault Systèmes</li>\n<li>NVIDIA and Synopsys</li>\n<li>NVIDIA at Hannover Messe 2026</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n High-Performance Computing\n </h3>\n <div>\n <div>\n <p><span>High-performance computing (HPC) is the ability to process data and perform complex calculations at high speeds. HPC is one of the most essential tools fueling the advancement of computational science.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>NVIDIA Expands CUDA-Q</li>\n<li>NVIDIA Powers Over 400</li>\n<li>NVIDIA Vera CPUs Lead</li>\n<li>New NVIDIA AI Software</li>\n<li>JUPITER Shows What Exascale</li>\n<li>Europe Unveils 35</li>\n<li>20 Years of CUDA</li>\n<li>Announcing NVIDIA cuEST GTC26 1</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n Gaming and Creating\n </h3>\n <div>\n <div>\n <p><span>NVIDIA RTX™ powers the world’s fastest PCs and the ultimate platform for gamers and creators. Enjoy beautiful ray tracing, AI-powered DLSS, and much more in games and applications, on your desktop, laptop, in the cloud, or in your living room.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>DLSS 5</li>\n<li>Summary Gamescom 1</li>\n<li>NVIDIA RTX Spark CMPTX26 1</li>\n<li>BTS 2026</li>\n<li>50 Series Desktop SFG 1</li>\n<li>GeForce RTX 50 Series Laptops</li>\n<li>CONTROL Resonant</li>\n<li>VAL FWG</li>\n<li>GFN SFG</li>\n<li>Creating New CMPTX26 4</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n Automotive\n </h3>\n <div>\n <div>\n <p><span>From design and manufacturing to autonomous vehicle development and deployment—and agentic AI that helps build and power the car—NVIDIA delivers the compute, software, and infrastructure to support the entire vehicle lifecycle and drive the future of mobility.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>The World’s Robotaxi Leaders</li>\n<li>The Frontier Open Model for</li>\n<li>Toyota and NVIDIA Expand</li>\n<li>The World Is Building CMPTX26 1</li>\n<li>NVIDIA Unveils Alpamayo CMPTX26 2</li>\n<li>Hyundai, Kia, and NVIDIA GTC26 2</li>\n<li>Automotive Special Address</li>\n<li>Leading Automakers Adopt GTC26 1</li>\n<li>Automotive GTC Conference Sessions</li>\n<li>NVIDIA DRIVE AV Raises</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n Robotics and Edge AI\n </h3>\n <div>\n <div>\n <p><span>The NVIDIA Jetson™ and Isaac™ platforms provide end-to-end solutions to develop and deploy AI-powered autonomous machines and edge computing applications across manufacturing, logistics, healthcare, smart cities, and retail.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>NVIDIA Isaac ROS 5.0 Advances</li>\n<li>Why Deploying Physical AI</li>\n<li>Join NVIDIA at ROSCon</li>\n<li>Robotics Conference Sessions</li>\n<li>NVIDIA Announces Jetson</li>\n<li>NVIDIA at Actuate 2026</li>\n<li>Firefly Aerospace Brings</li>\n<li>NVIDIA Halos for Robotics</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n Data Center and Cloud Computing\n </h3>\n <div>\n <div>\n <p><span>From the cloud to the office to the data center to the edge, NVIDIA provides solutions that deliver breakthrough performance on enterprise AI and HPC workloads at any scale, driving business decisions in real time and resulting in faster time to value.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>Vera Rubin Delivers Leading</li>\n<li>Advancing Infrastructure</li>\n<li>AWS and NVIDIA Expand</li>\n<li>Solve Agentic AI Fleet</li>\n<li>Why AI Factories Need</li>\n<li>NVIDIA Scale-In: AI Factory</li>\n<li>NVIDIA Extends Vera Rubin</li>\n<li>Groq 3 LPX in Full Production</li>\n </ol>\n </div>\n</div>\n<div>\n <h3>\n About NVIDIA\n </h3>\n <div>\n <div>\n <p><span>NVIDIA pioneered accelerated computing to tackle challenges no one else can solve. Our work in AI and digital twins is transforming the world's largest industries and profoundly impacting society.</span></p>\n </div>\n <ol>\n <li>Short Description</li>\n<li>Save the Date for GTC Berlin</li>\n<li>GTC DC</li>\n<li>Building in America, for America</li>\n<li>Join NVIDIA at SIGGRAPH 2026</li>\n<li>NVIDIA GTC Taipei at COMPUTEX 2026</li>\n<li>Computex Pre Game</li>\n<li>GTC26 pregame</li>\n<li>AI is a Five-Layer Cake</li>\n<li>Our Story</li>\n </ol>\n </div>\n</div>\n<div>\n <div>\n <p>\n </p><h3>\n SMS is Now a Part of NVIDIA\n </h3>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p>SMS was acquired by NVIDIA Corporation of Santa Clara, CA in May 2022 and was dissolved as a separate corporate entity. NVIDIA is incorporating SMS technology into its Omniverse platform and OpenUSD. For legacy support content please refer to the following: <a title=\"SMlib\" href=\"https://docs.nvidia.com/smlib/manual/smlib/index.html\" target=\"_blank\">SMLib</a> and <a title=\"NLib\" href=\"https://docs.nvidia.com/smlib/manual/nlib/index.html\" target=\"_blank\">NLib</a>.</p>\n\t\t\t</div>\n</div>\n<div>\n <div>\n <p>\n </p><h3>\n Deci is Now a Part of NVIDIA\n </h3>\n <p></p>\n </div>\n<div>\n\t\t\t\t<p>Deci was acquired by NVIDIA Corporation of Santa Clara, CA in May 2024 and was dissolved as a separate corporate entity. For legacy support content please refer to the following: <a href=\"https://docs.deci.ai/\" target=\"_blank\">Deci AI Documentation</a></p>\n\t\t\t</div>\n</div>\n</div>",
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