NVIDIA Dynamo Snapshot: Fast Startup for Inference Workloads on Kubernetes · NVIDIA Technical Blog
Science, Technology & Innovation · May 27, 2026
On Kubernetes, production inference suffers because slow cold-start of new pods leaves GPUs reserved but idle during traffic spikes, causing late capacity, wasted GPU time, and higher SLA-miss risk, so autoscaling must account for startup latency, not just replica counts.