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NVIDIA Dynamo 1.0 reaches production-grade multi-node inference with 7x throughput gains on Blackwell
· releasefeatureplatformperformanceintegration · developer.nvidia.com ↗

Production-Ready Distributed Inference at Scale

NVIDIA Dynamo 1.0 is now available as a mature, production-grade distributed inference framework designed for large-scale, multi-node AI deployments. The framework addresses the challenge of deploying reasoning models and agentic AI workflows across multiple GPU nodes with careful orchestration and coordination. Early adopters including AstraZeneca, ByteDance, Baseten, CoreWeave, Crusoe, DigitalOcean, Gcore, Meituan, Pinterest, SoftBank, Tencent Cloud, Together AI, and Vultr have already deployed Dynamo in production environments.

Performance and Compatibility

Dynamo supports leading open-source inference engines including SGLang, NVIDIA TensorRT LLM, and vLLM. The framework demonstrates exceptional performance improvements, with benchmarks showing up to 7x throughput gains on NVIDIA Blackwell hardware using disaggregated serving techniques. These results have been validated through trusted third-party benchmarks including MLPerf and SemiAnalysis InferenceX, establishing Dynamo as a proven production platform.

Key Features and Optimizations

Recent enhancements include:

  • Agentic inference optimizations: Priority-based routing and cache pinning for efficient multi-agent workflows
  • Multimodal acceleration: Disaggregated encode/prefill/decode, embedding cache, and multimodal KV routing
  • Video generation support: Native integration for video-generation models
  • ModelExpress: 7x faster startup via checkpoint restore and weight streaming with NVIDIA NVLink
  • Kubernetes orchestration: Grove API for topology-aware scheduling on NVIDIA GB300 NVL72
  • Zero-config deployment: Simplified setup through DGDR
  • Resilient inference: Layered fault detection, request cancellation, and request migration
  • KV block management: Pip-installable KV Block Manager with object storage integration

Cloud Platform Integration

Major cloud providers have integrated Dynamo into managed Kubernetes environments, including Alibaba Cloud, Amazon Web Services (AWS), Google Cloud, Microsoft Azure, and Oracle Cloud Infrastructure (OCI). These integrations enable seamless deployment of Dynamo within existing cloud infrastructure for customers seeking distributed inference capabilities.