Writing your first Terraform module is like composing a short song: you pick a clear theme, structure the parts (verse, chorus), rehearse, then share. In Terraform-land the theme is a...

Grounded Summaries: Building Reliable AI to Automatically Summarize Incident Reports

Incident reports are the raw rhythm of any operational team — messy, fast, and essential. Whether they come from security ops, healthcare, transportation, or customer support, these documents capture what...

Signing Helm charts in OCI registries with Cosign — hands-on guide

Helm charts are the go-to way to package and deploy Kubernetes apps. In recent years the community has moved from classic chart repositories to storing charts as OCI artifacts (so...

Kubernetes for Beginners: Pods, Deployments, and Services — how to expose your app (ClusterIP, NodePort, LoadBalancer, and MetalLB)

Kubernetes can feel like a small city with its own rules: Pods are apartments, Deployments are the property managers, and Services are the roads and bridges that let people reach...

Edge computing 101: When to run containers — and when to pick WebAssembly — close to users

Edge computing means running code where users and devices are — not always in a faraway cloud data center. For many teams that still think “edge = tiny VMs or...

Hands-on with Helm: package your charts as OCI artifacts

Helm charts as OCI artifacts are the practical next step for packaging and distributing Kubernetes apps. Over the last few years major chart publishers and cloud registries have been moving...

What is DevSecOps — and why it matters in 2025

DevSecOps is DevOps with a security-first mindset baked into every step: design, code, build, deploy, and operate. Instead of treating security like a final gate, DevSecOps makes it part of...

GitOps-driven model rollouts: automating ML deployments with Argo CD and KServe

Deploying machine learning models reliably is harder than shipping regular services: models are data-dependent, versioned artifacts, and they can silently degrade in production. GitOps — using Git as the single...