#kubernetes

Kubernetes

3 articles

NVIDIA DeveloperAI Hardware

NVIDIA Launches Open-Source NVCRE: Automating GPU Cluster Readiness Validation Before AI Workloads Run

NVIDIA 開源 NVCRE：在 AI 工作負載上線前，自動驗證 GPU 叢集準備狀態

Traditional GPU health checks often miss performance bottlenecks in distributed training. NVIDIA's open-source NVCRE is a Kubernetes controller that runs active, topology-aware workloads to pinpoint failing nodes before production starts.

Sep 24, 20262 min read

Microsoft ResearchRobotics

Offloaded Inference: Microsoft Unlocks Physical AI Robotics by Moving Compute Off-Robot

擺脫機載限制：微軟研究以「卸載推論」釋放實體 AI 機器人潛能

Microsoft Research challenges the assumption that robots must rely on onboard GPUs, proving that offloading AI inference to the edge or cloud dramatically improves performance and extends battery life.

Sep 24, 20262 min read

NVIDIA DeveloperOpen Source

Topology-Aware Workload Scheduling with NVIDIA Topograph

NVIDIA Topograph：實現拓撲感知排程，徹底釋放 AI 工廠 GPU 效能

NVIDIA Topograph is an open-source toolkit that automates cluster topology discovery and translates it for Kubernetes and Slurm schedulers to optimize GPU workload placement and eliminate network bottlenecks.

Sep 23, 20262 min read