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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 ...
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 ...
Production-Safe Security Testing: A Missing Layer in Cloud-Native Application Security
Cloud-native applications keep changing after deployment, making production-safe security testing essential for validating real vulnerabilities, misconfigurations and access-control gaps without disrupting live systems ...
Dharmesh Acharya | | API security, application security, attack surface management, business logic flaws, CI/CD security, cloud native security, cloud security, container security, continuous security testing, DevSecOps, IAM security, microservices security, misconfiguration, non-destructive testing, penetration testing, production security testing, production validation, runtime security, security posture, vulnerability validation
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 ...
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 | | 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
Manifestly Safer, Why Kubernetes Wants Developers to Speak KYAML
KYAML gives Kubernetes developers a stricter, more predictable YAML dialect designed to reduce configuration errors, ambiguity, indentation problems and unexpected type coercion ...
Adrian Bridgwater | | CI/CD, cloud native, cloud native security, cloud-native architecture, configuration management, containers, devops, DevSecOps, Helm, KEP 5295, kubectl, kubernetes, Kubernetes configuration, Kubernetes manifests, Kubernetes security, Kubernetes YAML, KYAML, open source, platform engineering, SIG CLI, YAML, YAML errors
RapidFort Allies with CrowdStrike to Harden Container Images
RapidFort this week revealed it has integrated its container vulnerability remediation platform with the cloud security platform provided by CrowdStrike. Announced at the Fal.Con 2026 event hosted by CrowdStrike, the integration enables ...
Containers Became the Unit of Speed. AI Agents Are Making VMs the Unit of Trust
The container is not disappearing. But as autonomous agents generate code, install packages and invoke tools, cloud-native infrastructure is placing a VM-grade security boundary around it ...
Alan Shimel | | Agent Sandboxing, agent security, agentic AI, AI agents, AI infrastructure, autonomous agents, cloud native security, container security, containers, Docker Sandboxes, Firecracker, gVisor, Kata Containers, kubernetes, MCP security, MicroVMs, platform engineering, RuntimeClass, secure execution, virtualization, workload isolation, zero-trust
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 ...
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 ...

