AI RESEARCH
MAS-H2: A Hierarchical Multi-Agent System for Holistic Cloud-Native Autoscaling
arXiv CS.LG
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ArXi:2603.07607v1 Announce Type: cross Autoscaling in cloud-native platforms like Kubernetes is reactive and metric-driven, leading to a strategic void problem. This comes from the decoupling of higher-level business policies from lower-level resource provisioning. The strategic void, coupled with a fragmented coordination of pod and node scaling, can lead to significant resource waste and performance degradation under dynamic workloads.