GitOps
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 ...
Beyond the Model: Why AI Agent Orchestration Requires Cloud-Native Engineering
AI agent orchestration is a distributed systems challenge. Cloud-native engineering provides the resilience, observability, security and scalability needed for production AI ...
Red Hat OpenShift as a Hybrid Engine for GitOps Driven Application Modernization
Using Red Hat OpenShift as a hybrid engine for GitOps-driven application modernization is less about a single product choice and more about establishing a consistent, Git-centric way of working across diverse infrastructures ...
GitOps Wasn’t Built for Models, and It Shows
GitOps won the deployment argument. Everything goes in Git, the cluster reconciles itself to match, and your repository becomes the one place that tells you what’s actually running. It’s clean and auditable ...
GitOps in Practice: How to Design a Scalable CI/CD Pipeline with GitLab and GKE
A scalable CI/CD pipeline on GitLab and Google Kubernetes Engine starts with one decision: do you treat the pipeline as a delivery system you design, or as a YAML file you copy ...
When Your Cluster Won’t Sit Still: The Hidden Cost of Kubernetes Autonomy During Incidents
I’ve spent the better part of the last few years on the receiving end of Kubernetes pages, both as an operator and as someone building tooling for platform teams. The pattern I’ve ...
Architecting Enterprise GitOps: Scaling Argo CD on OKE
The industry is shifting to pull-based GitOps with Argo CD to solve configuration drift across Kubernetes fleets ...
Deploying Docker AI Agents on OCI and OKE
This guide details the architectural transition of AI agents from experimental scripts to "first-class production workloads" using Oracle Cloud Infrastructure (OCI) and Oracle Kubernetes Engine (OKE). It emphasizes a zero-trust, scalable approach ...
Software Supply Chain Security: Why 99% of Your Container is Mystery Code
In a recent talk, the disparity between developers and platform engineers in container security was highlighted, revealing how a single line of code can pull in thousands of vulnerabilities. This article discusses ...
Beyond the Green Checkmark: Using Formal Verification to Stop ArgoCD Drift
In the cloud-native landscape, GitOps leads the way for continuous delivery, yet relying solely on synchronization can mask systemic issues. This article outlines the importance of formal verification in deploying Kubernetes manifests ...
