Acceleration is all you need (now)

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  "time": 1714744321,
  "title": "Acceleration is all you need (now)",
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  "url": "https://octo.ai/blog/acceleration-is-all-you-need-techniques-powering-octostacks-10x-performance-boost/"
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  "author": null,
  "date": null,
  "description": "We create the world’s fastest supercomputer and largest gaming platform.",
  "image": "https://www.nvidia.com/content/dam/en-zz/Solutions/homepage/v2/sfg/nvidia-corporate-og-image-1200x630.jpg",
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  "publisher": "OctoML",
  "title": "World Leader in AI Computing",
  "url": "https://www.nvidia.com/en-us/"
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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.",
  "links": [
    "https://www.nvidia.com/en-us/",
    "https://octo.ai/blog/acceleration-is-all-you-need-techniques-powering-octostacks-10x-performance-boost/"
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  "image": "https://www.nvidia.com/content/dam/en-zz/Solutions/homepage/v2/sfg/nvidia-corporate-og-image-1200x630.jpg",
  "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                      NVIDIA Delivers the Lowest Token Cost\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Cost per token is the key metric for inference TCO, and NVIDIA Blackwell leads on the metric that matters.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      Introducing NVIDIA Ising\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>NVIDIA launches the world’s first open source AI model family to accelerate the path to useful quantum computers for researchers and enterprises.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      Join NVIDIA at Google Cloud Next\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Ian Buck, VP of Hyperscale and High-Performance Computing at NVIDIA, presents a spotlight session on accelerating the next wave of intelligent innovation.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      Explore the<br />Best of GTC 2026  Sessions\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Learn about the breakthroughs shaping the next chapter of AI any time, anywhere.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      NVIDIA Extreme Co-Design Delivers New MLPerf Inference Records\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>The NVIDIA inference platform powers the highest performance across a broad range of workloads to scale AI factory revenue.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      DLSS 4.5 Now Available\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Enhanced Super Resolution. Dynamic Multi Frame Gen. Powered by AI</span></p>\n\t\t\t</div>\n</div>\n         </div>\n\t\t    <div>\n\t\t            <div>\n\t\t                <p><span>Artificial Intelligence</span></p><p>NVIDIA Delivers the Lowest Token Cost</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Artificial Intelligence</span></p><p>Introducing NVIDIA Ising</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Data Center</span></p><p>Join NVIDIA at Google Cloud Next</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>NVIDIA GTC</span></p><p>Explore the Best of GTC 2026 Sessions</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Data Center</span></p><p>NVIDIA Extreme Co-Design Delivers New MLPerf Inference Records</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Games</span></p><p>DLSS 4.5 Now Available</p>\n\t\t            </div>\n\t\t        </div>\n        <ol>\n            <li>Artificial Intelligence</li>\n<li>Artificial Intelligence</li>\n<li>Data Center</li>\n<li>NVIDIA GTC</li>\n<li>Data Center</li>\n<li>Games</li>\n        </ol>\n    </div>\n<div>\n         <div>\n            <div>\n<div>\n        <p>\n          </p><h2>\n                      NVIDIA Delivers the Lowest Token Cost\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Cost per token is the key metric for inference TCO, and NVIDIA Blackwell leads on the metric that matters.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      Introducing NVIDIA Ising\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>NVIDIA launches the world’s first open source AI model family to accelerate the path to useful quantum computers for researchers and enterprises.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      Join NVIDIA at Google Cloud Next\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Ian Buck, VP of Hyperscale and High-Performance Computing at NVIDIA, presents a spotlight session on accelerating the next wave of intelligent innovation.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      Explore the<br />Best of GTC 2026  Sessions\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Learn about the breakthroughs shaping the next chapter of AI any time, anywhere.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      NVIDIA Extreme Co-Design Delivers New MLPerf Inference Records\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>The NVIDIA inference platform powers the highest performance across a broad range of workloads to scale AI factory revenue.</span></p>\n\t\t\t</div>\n</div>\n<div>\n<div>\n        <p>\n          </p><h2>\n                      DLSS 4.5 Now Available\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>Enhanced Super Resolution. Dynamic Multi Frame Gen. Powered by AI</span></p>\n\t\t\t</div>\n</div>\n         </div>\n\t\t    <div>\n\t\t            <div>\n\t\t                <p><span>Artificial Intelligence</span></p><p>NVIDIA Delivers the Lowest Token Cost</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Artificial Intelligence</span></p><p>Introducing NVIDIA Ising</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Data Center</span></p><p>Join NVIDIA at Google Cloud Next</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>NVIDIA GTC</span></p><p>Explore the Best of GTC 2026 Sessions</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Data Center</span></p><p>NVIDIA Extreme Co-Design Delivers New MLPerf Inference Records</p>\n\t\t            </div>\n\t\t            <div>\n\t\t                <p><span>Games</span></p><p>DLSS 4.5 Now Available</p>\n\t\t            </div>\n\t\t        </div>\n        <ol>\n            <li>Artificial Intelligence</li>\n<li>Artificial Intelligence</li>\n<li>Data Center</li>\n<li>NVIDIA GTC</li>\n<li>Data Center</li>\n<li>Games</li>\n        </ol>\n    </div>\n<div>\n    <div>\n        <p>\n          </p><h2>\n                      NVIDIA GTC Keynote Replay\n          </h2>\n        <p></p>\n       </div>\n<div>\n\t\t\t\t<p><span>See CEO Jensen Huang's keynote on the new era of inference, AI factories, open source, physical AI, robotics, and more. <span><span><a target=\"_blank\" href=\"https://www.nvidia.com/gtc/keynote/?nvid=nv-int-bnr-839023\"><strong>Watch Replay <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>Build With OpenShell GTC26 4</li>\n<li>NVIDIA, T-Mobile</li>\n<li>Make Autonomous</li>\n<li>Building the Future Together post 1</li>\n<li>NVIDIA Dynamo 1.0 post 2</li>\n<li>New Open Physical AI GTC26 2</li>\n<li>L’Oréal Uses post 1</li>\n<li>Scale Enterprise Productivity GTC26 3</li>\n<li>NVIDIA Dynamo 1.0 Powers GTC26 5</li>\n<li>Creating SFG</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>NVIDIA at Hannover Messe 2026</li>\n<li>New NVIDIA Vera Rubin GTC26 6</li>\n<li>NVIDIA RTX-Accelerated GTC post 1</li>\n<li>Adobe and NVIDIA Announce GTC26 6</li>\n<li>Bringing Design, Engineering GTC26 1</li>\n<li>Industrial Engineering Conference</li>\n<li>Industrial AI and Manufacturing</li>\n<li>Dassault Systèmes</li>\n<li>Siemens and NVIDIA Bring</li>\n<li>Customizable OpenUSD Trainings</li>\n<li>NVIDIA and Synopsys</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>20 Years of CUDA</li>\n<li>Announcing NVIDIA cuEST GTC26 1</li>\n<li>NVIDIA Launches Earth-2</li>\n<li>NVIDIA Accelerates AI</li>\n<li>NVIDIA Enables Scientific</li>\n<li>NVIDIA and RIKEN</li>\n<li>World’s Leading</li>\n<li>NVIDIA Announces NVQLink</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 GeForce RTX™ powers the world’s fastest GPUs 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 GTC26 1</li>\n<li>50 Series Desktop SFG 1</li>\n<li>GeForce RTX 50 Series Laptops</li>\n<li>DLSS 5</li>\n<li>Get PRAGMATA</li>\n<li>NVIDIA DLSS</li>\n<li>Creating GDC 7</li>\n<li>GFN GDC 6</li>\n<li>VALORANT</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>Leading Automakers Adopt GTC26 1</li>\n<li>Hyundai, Kia, and NVIDIA GTC26 2</li>\n<li>Automotive Special Address</li>\n<li>Automotive GTC Conference Sessions</li>\n<li>NVIDIA DRIVE AV Raises</li>\n<li>Mercedes-Benz Unveils New</li>\n<li>NVIDIA DRIVE AV Software</li>\n<li>NVIDIA Expands the DRIVE CES26 1</li>\n<li>OpenUSD and NVIDIA Halos</li>\n<li>NVIDIA and Hyundai Motor APEC 1</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 and Global Robotics post 1</li>\n<li>From Model to Machine post 2</li>\n<li>NVIDIA and Telecom Leaders</li>\n<li>NVIDIA IGX Thor™ GTC26 1</li>\n<li>As Open Models Spark AI</li>\n<li>Physical AI Days at GTC</li>\n<li>Explore Robotics Sessions at GTC</li>\n<li>How Caterpillar</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>Join NVIDIA at Google Cloud Next</li>\n<li>NVIDIA Extreme Co-Design</li>\n<li>NVIDIA and Emerald AI</li>\n<li>NVIDIA Launches Vera CPU GTC26 1</li>\n<li>Storage Industry Adopts GTC26 2</li>\n<li>Introducing NVIDIA RTX PRO™ GTC26 3</li>\n<li>NVIDIA DSX Air Boosts GTC26 4</li>\n<li>NVIDIA Launches New Era GTC26 5</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>Best of GTC 2026</li>\n<li>GTC26 Keynote</li>\n<li>GTC26 pregame</li>\n<li>AI is a Five-Layer Cake</li>\n<li>NVIDIA Live at CES 2026</li>\n<li>Building Blocks of AI</li>\n<li>Our Story</li>\n<li>Learn the NVIDIA Story</li>\n<li>Sustainable Strides: AI and Accelerated Computing Drive Energy Efficiency</li>\n<li>Self-Paced Career Development Courses in AI and Data Science</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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