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.

Posts by Schwinn Saereesitthipitak

Data Center / Cloud Nov 10, 2026

Start and Restore GPU Workloads in Seconds with NVIDIA Snapshot

NVIDIA Snapshot, a new open-source component of the NVIDIA DSX AI Factory Platform, makes initialized GPU workloads reusable across inference... 8 MIN READ

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

NVIDIA Dynamo Snapshot: Fast Startup for Inference Workloads on Kubernetes

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