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Notes on DevOps, Kubernetes, and AI.

Soft 3D technical workflow where runbooks, AI agents, and a read-only security layer inspect a Kubernetes cluster

KubeOwl: Agentic RAG for Kubernetes Operations

How KubeOwl uses multi-agent RAG, runbooks, and read-only kubectl inspection to diagnose Kubernetes incidents and recommend fixes.

July 4, 2026 kubernetesragllmdevopsplatform-engineering
Abstract benchmark dashboard with three operational domains feeding an AI agent evaluation loop

ITBench Explained: AI Agent Benchmark for IT Operations

A practical look at IBM Research's ITBench benchmark for evaluating AI agents across SRE, CISO, and FinOps automation tasks.

June 23, 2026 ai-agentsaiopssrekubernetesbenchmarkingfinopsibm-research
Claymorphism-style Kubernetes deployment pipeline where Keel watches a container registry and updates a cluster

Keel for Kubernetes: Simple Automated Deployments from Your Registry

Learn what Keel is, how it updates Kubernetes workloads from image registries, and when it is a good fit for lightweight automated deployments.

June 18, 2026 kuberneteskeeldevopsci-cddeployment
Abstract GitOps deployment pipeline from container registry to Kubernetes cluster

Automated Deployments on K3s with ArgoCD Image Updater

How to set up automatic deploys whenever a new image is pushed in a GitOps flow.

June 10, 2026 kubernetesargocdgitops
Self-hosted monitoring dashboard with uptime charts, server status, and security shield

Observer Lite: Self-Host It, Watch Everything

An open-source, self-hosted uptime monitor in a single Docker image.

May 6, 2026 self-hostedfastapipythonmonitoring
Workflow automation graph scanning academic job postings and sending notifications

n8n Academic Job Tracker: Automating ilan.gov.tr

An open-source n8n workflow that scans ilan.gov.tr hourly for research and faculty positions and notifies you via Telegram and email.

April 2, 2026 n8nautomationself-hosted
Production web architecture on a compact Kubernetes cluster with SSL and storage components

Production WordPress on K3s

A production-ready Helm chart for WordPress on K3s with fully automated SSL and a scalable architecture — how and why.

January 19, 2026 kubernetesk3shelmwordpress