GPU Autoscaling on Kubernetes — Karpenter, KAI Scheduler, Gang Scheduling

Three layers, not one. Karpenter provisions nodes dynamically (under one minute, 40% faster than Cluster Autoscaler). KAI Scheduler handles gang scheduling, topology awareness, and hierarchical queues — it prevents the 7-of-8 partial alloc...