# 3 ways to boost MoE inference on NVIDIA DGX Spark

> Original title: 3 Ways to Boost MoE Inference on NVIDIA DGX Spark

- Source: NVIDIA Technical Blog
- Published: 2026-10-27T15:00:00.000Z
- Bad Influence: https://badinfluence.news/items/wny3r8ff4x5dua6k8343xhgmw
- Original: https://developer.nvidia.com/blog/3-ways-to-boost-moe-inference-on-nvidia-dgx-spark/

## Summary

NVIDIA's technical blog says batch-size-1 profiling of Inclusion AI's Ling-3.0-flash on NVIDIA DGX Spark showed decoding was memory-bound, with reading model weights driving execution time. The post identifies the mixture-of-experts computation and the output-layer projection as the two operations that stood out.