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Kubernetes future
Fitting Square Kubernetes Into the Round AI-Native Apps
Kubernetes tamed cloud-native workloads, but AI-native apps push its limits. Can it evolve for GPU-first, data-intensive AI — or is it time for new control planes? ...
Alan Shimel
|
September 8, 2025
|
AI control plane
,
AI infrastructure
,
AI pipelines Kubernetes
,
AI-native applications
,
cloud-native vs AI-native
,
container orchestration AI
,
distributed training orchestration
,
GPU scheduling
,
inference at scale
,
internal developer platforms
,
Kubeflow
,
KubeRay
,
kubernetes
,
Kubernetes AI workloads
,
Kubernetes future
,
Kubernetes limitations
,
Kubernetes vs AI
,
platform engineering
,
Ray on Kubernetes
,
Volcano scheduler
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