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AI Workloads

Kubeflow’s Graduation Is a Vote for Kubernetes as the AI Control Plane

Kubeflow’s Graduation Is a Vote for Kubernetes as the AI Control Plane

Kubeflow’s CNCF graduation signals growing confidence in Kubernetes as a common control plane for production AI workloads, from training and pipelines to governance and inference ...
Alan Shimel | August 19, 2026 | agentic AI, AI infrastructure, AI lifecycle, AI platform, AI Workloads, cloud native AI, cncf, Distributed Training, enterprise AI, GPU scheduling, KServe, Kubeflow, Kubeflow graduation, Kubeflow Pipelines, Kubeflow Trainer, kubernetes, Kubernetes AI, MLOps, OpenTelemetry, platform engineering
Kubernetes Wasn't Built for GPUs. Make It Behave

Kubernetes Wasn’t Built for GPUs. Make It Behave

Kubernetes counts whole GPUs and treats pods as disposable. An LLM pod is neither. Share the silicon with MIG/MPS/time-slicing and stop paying for idle ...
Sneha Gullapalli | August 12, 2026 | A100, AI infrastructure, AI Workloads, cloud native AI, Dynamic Resource Allocation, GPU autoscaling, GPU cost reduction, GPU optimization, GPU partitioning, GPU sharing, GPU time-slicing, GPU utilization, H100, Karpenter, KServe, Kubernetes DRA, Kubernetes GPU scheduling, LLM Inference, model caching, multi-instance GPU, NVIDIA GPU Operator, NVIDIA MIG, NVIDIA MPS, scale-to-zero, VRAM
The Foundation Was Already Poured

The Foundation Was Already Poured

Techstrong's Experts Exchange this October, Cloud Native Now: The AI Stack, and this November's KubeCon in Salt Lake City are both making the same case for cloud native and AI. The argument ...
Alan Shimel | July 27, 2026 | agent governance, agent identity, agentic AI, AI agents, AI governance, AI infrastructure, AI security, AI stack, AI strategy, AI Workloads, cloud native, cloud native developers, cncf, enterprise AI, GPU scheduling, KubeCon, kubernetes, Kubernetes AI, MLOps, model serving, observability, platform engineering, sigstore, SLSA, software supply chain security
Istio Weaves ‘Future-Ready’ Service Mesh for AI 

Istio Weaves ‘Future-Ready’ Service Mesh for AI 

At KubeCon + CNC 2026, Istio unveils Ambient Multicluster and the Gateway API Inference Extension to simplify AI infrastructure. Learn how sidecar-less mesh and agentgateway secure agentic workloads and boost deployment velocity ...
Adrian Bridgwater | March 27, 2026 | agentgateway, AI infrastructure, AI Workloads, Ambient Multi-cluster, cloud native, cncf, data plane, Gateway API Inference Extension, generative AI, Istio, KubeCon 2026, kubernetes, microservices, Node Proxy, observability, platform engineering, service mesh, Sidecar-less Mesh, traffic management, Waypoint Proxy
Predict 2026: AI is Forcing Cloud Native to Grow Up

Predict 2026: AI is Forcing Cloud Native to Grow Up

Join us at Predict 2026 to explore how AI is challenging cloud native platforms, driving operational maturity, and reshaping the tech landscape ...
Alan Shimel | January 9, 2026 | agentic AI, AI and Data Integration., AI Transformation, AI Workloads, Analyst Insights, cloud native, cloud strategy, Data Governance, Development Acceleration, DevOps Dozen Awards, Infrastructure Challenges, kubernetes, Operational Maturity, Platform Architecture, Predict 2026, SaaS Economics, Security in Cloud Native, Technology Trends
kubernetes, network, logistics, security, Traefik Tigera container security Calico Red Hat Dynatrace

Google Extends Kubernetes Service to Safely Run Agentic AI Workloads

At KubeCon + CloudNativeCon North America 2025, Google unveiled major GKE upgrades — including an AI sandbox, inference gateway, pod snapshots, and 130,000-node clusters — to optimize and secure agentic AI workloads ...
Mike Vizard | November 13, 2025 | agentic AI, AI compute provisioning, AI infrastructure, AI security, AI Workloads, cloud native AI, GKE updates, Google AI platform, Google Cloud, Google Kubernetes Engine, KubeCon 2025, Kubernetes AI, Kubernetes AI workloads, Kubernetes conference, pod snapshots
news

CNCF Adds Program to Standardize AI Workloads on Kubernetes Clusters

CNCF introduces the Certified Kubernetes AI Conformance Program to standardize AI and ML workload deployment, ensuring interoperability and sovereign cloud compliance ...
Mike Vizard | November 11, 2025 | AI deployment, AI infrastructure, AI on Kubernetes, AI portability, AI scalability, AI Workloads, Certified Kubernetes AI Conformance Program, cloud native AI, cloud-native ecosystem, CloudNativeCon, cncf, data science, hybrid cloud, IT operations, KubeCon 2025, kubernetes, Kubernetes certification, Kubernetes conformance, Kubernetes interoperability, Kubernetes standards, ML deployment, ML frameworks, ML workloads, sovereign cloud
metrics, agents, ai, cloud-native, cloud native, project, istio, ambient, architecture, modules, cloud native, CCoE Kubernetes Virtana CrowdStrike cloud native

Why Kubernetes is Great for Running AI/MLOps Workloads 

Kubernetes has become the de facto platform for deploying AI and MLOps workloads, offering unmatched scalability, flexibility, and reliability. Learn how Kubernetes automates container operations, manages resources efficiently, ensures security, and supports ...
Joydip Kanjilal | October 29, 2025 | AI containerization, AI model deployment, AI on Kubernetes, AI scalability, AI Workloads, cloud-native ML, container orchestration, data science infrastructure, DevOps for AI, edge AI, fault tolerance, federated learning, GPU management, hybrid cloud AI, Kubeflow, KubeRay, kubernetes, Kubernetes automation, Kubernetes security, machine learning on Kubernetes, ML workloads, MLflow, MLOps, persistent volumes, resource management, scalable AI infrastructure, TensorFlow
SRE, autoscaling, Tailscale, Kubernetes, argo cd, Kubernetes v1.33,  AI, Nelm, Kubernetes, architecture, , architecture, Rackspace, GPUs, Kubernetes, Solo.io Kubernetes cloud foundry keptn cloud-native automation

Why Traditional Kubernetes Security Falls Short for AI Workloads

AI workloads on Kubernetes bring new security risks. Learn five principles—zero trust, observability, and policy-as-code—to protect distributed AI pipelines ...
Ratan Tipirneni | October 22, 2025 | AI infrastructure, AI security, AI Workloads, cloud native AI, cloud native security, container security, data protection, DevSecOps, edge AI, GPU workloads, KubeCon 2025, kubernetes, Kubernetes observability, Kubernetes security, microsegmentation, multi-cluster security, policy as code, runtime protection, Spectro Cloud report, zero-trust
Kubernetes or Chaos: The Risks of Running AI Workloads Without Orchestration

Kubernetes or Chaos: The Risks of Running AI Workloads Without Orchestration

When AI environments aren’t orchestrated, the result is GPU waste, job starvation, dependency conflicts, and runaway cloud bills. It’s like running a data center without a traffic controller—everything eventually collides. Most organizations ...
Nathan Eddy | October 17, 2025 | AI Workloads, gpu, kubernetes, orchestration
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The Economics of Infrastructure Modernization
4 November 2026
The Economics of Infrastructure Modernization
Modernize for the AI Era
14 October 2026
Modernize for the AI Era
Migrating Apache Solr Workloads to Amazon OpenSearch Service
29 September 2026
Migrating Apache Solr Workloads to Amazon OpenSearch Service

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Practitioner Perspective: Achieving Fine-Grained Control for Data and AI on the Endpoint
20 October 2026
Practitioner Perspective: Achieving Fine-Grained Control for Data and AI on the Endpoint
Agentic Runtime Security on AWS: Identity, Least Privilege, and Audit for AI Agents with IBM Verify Identity Access and HashiCorp Vault
1 October 2026
Agentic Runtime Security on AWS: Identity, Least Privilege, and Audit for AI Agents with IBM Verify Identity Access and HashiCorp Vault
Closing the Loop on AI Coders: 3,200 Vulns Fixed with Zero Human Triage
1 October 2026
Closing the Loop on AI Coders: 3,200 Vulns Fixed with Zero Human Triage

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ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

ThreatHunter.ai Halts Hundreds of Attacks in the past 48 hours: Combating Ransomware and Nation-State Cyber Threats Head-On

Deloitte Partners with Memcyco to Combat ATO and Other Online Attacks with Real-Time Digital Impersonation Protection Solutions

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MOST READ

Docker Desktop Gets a Hypervisor of its Own

August 13, 2026

Red Hat Readies an MCP Server to Help LLMs Manage Kubernetes

August 19, 2026

CNCF Graduates Kubeflow for Production AI on Kubernetes

August 18, 2026

Kubeflow’s Graduation Is a Vote for Kubernetes as the AI Control Plane

August 19, 2026

Echo Acquires Hardened Container Assets from Minimus

August 27, 2026

RECENT POSTS

K8sGPT and the Guardrails for AI-Assisted Kubernetes Troubleshooting
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K8sGPT and the Guardrails for AI-Assisted Kubernetes Troubleshooting

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Kubernetes Did Not Miss the AI Wave. It Absorbed It
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RapidFort Allies with CrowdStrike to Harden Container Images
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Containers Became the Unit of Speed. AI Agents Are Making VMs the Unit of Trust

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