NVIDIA announced NVIDIA Dynamo 1.0, open source software for generative and agentic inference at scale, with widespread global adoption. Together with the NVIDIA Blackwell platform, Dynamo 1.0 enables cloud providers, AI innovators and global enterprises to deliver high-performance AI inference with unmatched scale, efficiency and speed.
As agentic AI systems move into production across industries, scaling inference within a data center has become a complex challenge of resource orchestration, with requests of varying sizes and modalities, as well as performance objectives, arriving in unpredictable bursts.
Just as a computer’s operating system coordinates hardware and applications, Dynamo 1.0 functions as the distributed “operating system” of AI factories, seamlessly orchestrating GPU and memory resources across the cluster to power complex AI workloads. In recent industry benchmarks, Dynamo boosted the inference performance of NVIDIA Blackwell GPUs by up to 7x, lowering token cost and increasing revenue opportunity for millions of GPUs with free, open source software.
Dynamo 1.0 splits inference work across GPUs by adding smarter “traffic control” and the ability to move data between GPUs and lower-cost storage, reducing wasted work and easing memory limits. For agentic AI and long prompts, it can route requests to GPUs that already have the most relevant “short-term memory” from earlier steps, then offload that memory when it is not needed.
NVIDIA inference platform gains momentum
NVIDIA is accelerating the open source ecosystem by integrating Dynamo and NVIDIA TensorRT-LLM library optimizations into popular frameworks from providers such as LangChain, llm-d, LMCache, SGLang, vLLM and more. Core Dynamo building blocks like KVBM for smarter memory management, NVIDIA NIXL for fast GPU-to-GPU data movement and NVIDIA Grove for simplified scaling are also available as standalone modules. NVIDIA also contributes TensorRT-LLM CUDA kernels to the FlashInfer project so they can be natively integrated into open source frameworks.
The NVIDIA inference platform is supported across the AI ecosystem, including:
- Cloud Service Providers: Amazon Web Services (AWS), Microsoft Azure, Google Cloud, OCI
- NVIDIA Cloud Partners: Alibaba Cloud, CoreWeave, Crusoe, DigitalOcean, Gcore, GMI Cloud, Lightning AI, Nebius, Nscale, Together AI, Vultr
- AI-Native Companies: Cursor, Hebbia, Perplexity
- Inference Endpoint Providers: Baseten, Deep Infra, Fireworks
- Global Enterprises: AstraZeneca, BlackRock, ByteDance, Coupang, Instacart, Meituan, PayPal, Pinterest, Shopee, SoftBank Corp.
Dynamo 1.0 is available to developers worldwide.
For more information, visit nvidia.com.