Beyond LLM Serving: Characterizing Vision-Language-Action Workloads for Embodied AI System Design

Seonghun Jung, Sieun Moon, Jiyoung Jeong +2

Vision-language-action (VLA) models translate multimodal observations into low-level robot actions. During robot operation, each control period sets an inference deadline, and over…