BURT CONSULTANTS
Topic

kubernetes

10 pieces tagged “kubernetes”.

Briefing

A production checklist for Kubernetes GPU workloads.

Running GPU workloads on Kubernetes requires more than scheduling pods. The Good Shell's checklist covers drivers, partitioning, queues, Spot GPUs and autoscaling.

kubernetesgpumlopsinfrastructure
2 min read
Briefing

A pragmatic ladder for adopting Kubernetes-native MLOps.

KodeKloud's 2026 consensus stack shows how Kubernetes-native tools can bring MLOps into production. The trick is to adopt them in stages rather than all at once.

kubernetesmlopsinfrastructurekubeflow
2 min read
Briefing

When GKE Standard beats Autopilot for ML workloads.

GKE Autopilot simplifies cluster management but can hide costs for GPU-heavy and latency-sensitive ML workloads. Sometimes Standard is the cheaper and more predictable choice.

gcpgkekubernetescost
2 min read
Briefing

Ten practical ways to cut Azure Kubernetes spend without hurting reliability.

AKS costs can drift quickly. ScaleOps recommends a focused checklist covering rightsizing, autoscaling, Spot instances, reservations and non-production scheduling.

azurekubernetescostaks
2 min read
Briefing

Why Kubernetes is now the foundation of enterprise AI infrastructure

Kubernetes has become the default operating system for AI workloads in 2026, driven by fractional GPU sharing, multi-cluster GPU pooling and the need to manage heterogeneous infrastructure.

aikubernetesinfrastructuregpu
3 min read
Briefing

Platform engineering — not model quality — is the new AI production bottleneck.

KubeCon EU 2026 showed the cloud-native ecosystem embedding AI into platforms and making platforms ready for AI. The constraint now is infrastructure engineering, not model capability.

kubeconai infrastructureplatform engineeringkubernetes
2 min read
Briefing

What enterprise buyers should ask vendors about Kubernetes-native AI infrastructure.

KubeCon EU 2026 will feature dedicated tracks on AI infrastructure, GPU inference and AI observability. Enterprise buyers should treat the event as a checklist, not a catalogue.

kubernetesai infrastructurekubeconcncf
2 min read
Briefing

Modernising AKS ingress before scaling AI API traffic.

Microsoft’s preview of Gateway API support in the AKS application-routing add-on gives Kubernetes teams a path to more flexible, standardised ingress before AI API traffic grows.

akskubernetesgateway apinetworking
2 min read
Briefing

Cache-aware inference routing: how Dynamo cuts LLM latency on AKS.

A Microsoft and Nvidia demonstration shows that KV-cache-aware routing can reduce Time-To-First-Token by around 20x on Azure Kubernetes Service. The result has implications for any team running LLM inference at scale.

akskubernetesnvidiainference
2 min read
Briefing

Lessons from CERN's cloud-native AI scientific computing architecture.

CERN's CNCF reference architecture combines Kubeflow, KServe, Kueue, Kyverno, Longhorn and GPU operators. The result is a practical template for any organisation running AI on Kubernetes.

kubernetesai infrastructurecernkubeflow
2 min read

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