This article discusses how AWS and NVIDIA expanded GPU management capabilities to edge environments using Run:ai with Amazon EKS. It outlines the challenges organizations face when deploying AI workloads at the edge and details new features that support GPU fractionalization and orchestration across various infrastructures.