Schwinn Saereesitthipitak

Schwinn Saereesitthipitak is a Software Engineer at NVIDIA specializing in large-scale distributed inference systems. His work bridges research and engineering across the inference stack to enable elasticity and resiliency of production workloads at scale.
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Posts by Schwinn Saereesitthipitak

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Developer Tools & Techniques Aug 25, 2026

Restore LLM Inference Capacity in Seconds with Shadow Engine Recovery in NVIDIA Dynamo

When an LLM engine process fails, the standard recovery path involves a cold restart. This requires loading weights into HBM from storage, compiling kernels,... 13 MIN READ
Top Stories May 27, 2026

NVIDIA Dynamo Snapshot: Fast Startup for Inference Workloads on Kubernetes

The cold-start problem In production inference deployments, demand fluctuates over time, requiring inference replicas to scale elastically. However,... 15 MIN READ