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Cloud-Native Development

Why CPU-Based Autoscaling Fails for Rails — and What We Used Instead

Why CPU-Based Autoscaling Fails for Rails — and What We Used Instead

Kubernetes autoscaling works best when teams match the metric to the workload: queue latency for synchronous web traffic, queue depth for background jobs ...
Nishant Arora | September 15, 2026 | Argo Rollouts, cloud native, Datadog, devops, Flagger, Helm, Horizontal Pod Autoscaler, HPA, KEDA, kubernetes, Kubernetes autoscaling, platform engineering, progressive delivery, Prometheus, queue depth, Queue Latency, Rails, Sidekiq, SRE, Unicorn
Write Access Is the Easy Part: The Verification Gap in Agentic Kubernetes Remediation

Write Access Is the Easy Part: The Verification Gap in Agentic Kubernetes Remediation

Giving an AI agent the power to change a cluster is now straightforward. Confirming the change landed, did not produce unintended duplicate effects and achieved the outcome the operator actually wanted is ...
Vasuki Uday Kiran Vudathala | September 15, 2026 | agentic AI, AI agents, AI infrastructure, autonomous remediation, cluster management, devops, idempotency, kubernetes, Kubernetes automation, MCP, Model Context Protocol, observability, platform engineering, Postcondition Verification, reliability engineering, SRE
K8sGPT

K8sGPT and the Guardrails for AI-Assisted Kubernetes Troubleshooting

A practical way for platform teams to use AI for faster Kubernetes triage without giving agents unsafe control of the cluster. The first time an AI tool gets real cluster context, the ...
Pavan Madduri | September 10, 2026 | AI agents, GitOps, K8sGPT, kubernetes, Model Context Protocol (MCP), platform engineering
Kubernetes Did Not Miss the AI Wave. It Absorbed It

Kubernetes Did Not Miss the AI Wave. It Absorbed It

Enterprise AI is settling onto the cloud native stack, and the strongest evidence is not a vendor roadmap. It is what the ecosystem has already standardized ...
Alan Shimel | September 10, 2026 | AI gateways, AI Inference, AI infrastructure, AI observability, AI operations, cloud native, cloud native AI, cncf, Dynamic Resource Allocation, enterprise AI, gateway API, generative AI, GPU scheduling, kubernetes, Kubernetes AI, Kueue, llm-d, model routing, model serving, platform engineering
DataAgent Emerges From Stealth To Bring Autonomous Remediation to Kubernetes

DataAgent Emerges From Stealth To Bring Autonomous Remediation to Kubernetes

DataAgent emerged from stealth today with $10 million in pre-seed funding and an agentic AI platform designed to fix production problems inside Kubernetes environments without waiting for a site reliability engineer to ...
Jaime Hampton | September 1, 2026 | AI agents, autonomous remediation, kubernetes, observability, site reliability engineering
Kubernetes v1.37 Enhances Dynamic Resource Allocation

Kubernetes v1.37 Enhances Dynamic Resource Allocation

Like many of its fellow projects in the open source community, Kubernetes has seen an increase in pull requests, many of which are no doubt generated by AI.  This week’s release of ...
Joab Jackson | August 28, 2026 | AI, kubernetes, Kubernetes v1.37, resource allocation
Echo Acquires Hardened Container Assets from Minimus

Echo Acquires Hardened Container Assets from Minimus

Echo today revealed it has acquired technology assets from Minimus, a provider of hardened open source container images, that earlier this week revealed it is shutting down. Those assets will later be ...
Mike Vizard | August 27, 2026 | AI, cloud native, DevSecOps, Echo, Hardened Container Assets, Minimus
Prompt Injection in Cloud-Native AI Is Now an Access Control Problem

Prompt Injection in Cloud-Native AI Is Now an Access Control Problem

For a long time, prompt injection was treated like other model behavior problems, such as jailbreaks or strange responses. The usual fix was to improve the system prompt, add stronger filters, or ...
Swapneswar Sundar Ray | August 26, 2026 | access control, agentic AI, AI security, cloud security, kubernetes, Prompt Injection
Autoscaling AI Workloads on Kubernetes With KEDA and What it Means for Agentic Systems

Autoscaling AI Workloads on Kubernetes With KEDA and What it Means for Agentic Systems

KEDA can scale Kubernetes AI workloads on real demand signals such as queue depth, helping model-serving and agent workloads respond faster while reducing idle compute costs ...
Kishor Patil | August 26, 2026 | agentic AI, AI agents, AI infrastructure, AI model serving, cloud native AI, devops, Event-Driven Autoscaling, horizontal pod autoscaling, HPA, inference scaling, KEDA, Kubernetes AI workloads, Kubernetes autoscaling, Kubernetes Event-Driven Autoscaling, platform engineering, Pub/Sub, queue depth, RabbitMQ, Redis, scale-to-zero, SQS
Rearchitecting Legacy Systems for Real-Time AI: Practical Patterns for Cloud-Native Migration

Rearchitecting Legacy Systems for Real-Time AI: Practical Patterns for Cloud-Native Migration

Artificial intelligence is changing what enterprises expect from software platforms. Systems that once processed transactions in batches are increasingly expected to evaluate events, apply intelligence and respond in near real time. The ...
Prem Kumar Gadhanki | August 25, 2026 | AI Architecture, cloud native, event-driven architecture, kubernetes, Legacy Modernization, Real-Time AI
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The Economics of Infrastructure Modernization
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14 October 2026
The AI-Powered Modernization Playbook for Financial Services Secure Migration, Modernization & the AI-Driven Development Lifecycle
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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

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MOST READ

Red Hat Readies an MCP Server to Help LLMs Manage Kubernetes

August 19, 2026

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

August 19, 2026

CNCF Graduates Kubeflow for Production AI on Kubernetes

August 18, 2026

Echo Acquires Hardened Container Assets from Minimus

August 27, 2026

Kubernetes v1.37 Enhances Dynamic Resource Allocation

August 28, 2026

RECENT POSTS

Why CPU-Based Autoscaling Fails for Rails — and What We Used Instead
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

Why CPU-Based Autoscaling Fails for Rails — and What We Used Instead

September 15, 2026 Nishant Arora 0
Write Access Is the Easy Part: The Verification Gap in Agentic Kubernetes Remediation
Contributed Content Kubernetes Social - Facebook Social - LinkedIn Social - X Topics 

Write Access Is the Easy Part: The Verification Gap in Agentic Kubernetes Remediation

September 15, 2026 Vasuki Uday Kiran Vudathala 0
Production-Safe Security Testing: A Missing Layer in Cloud-Native Application Security
Cloud-Native Security Contributed Content Social - Facebook Social - LinkedIn Social - X 

Production-Safe Security Testing: A Missing Layer in Cloud-Native Application Security

September 14, 2026 Dharmesh Acharya 0
K8sGPT and the Guardrails for AI-Assisted Kubernetes Troubleshooting
Cloud-Native Development Cloud-Native Platforms Contributed Content Kubernetes Platform Engineering Social - Facebook Social - LinkedIn Social - X Topics 

K8sGPT and the Guardrails for AI-Assisted Kubernetes Troubleshooting

September 10, 2026 Pavan Madduri 0
Kubernetes Did Not Miss the AI Wave. It Absorbed It
Features Kubernetes News Resources Social - Facebook Social - LinkedIn Social - X Topics 

Kubernetes Did Not Miss the AI Wave. It Absorbed It

September 10, 2026 Alan Shimel 0
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