Turning Noise into Notes: How AI Can Read Infrastructure Logs and Spot Problems Early
Infrastructure logs are like the stage crew’s chatter during a live concert — a necessary, overlapping, sometimes chaotic stream of cues. If you’re trying to find “why the lights went...
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...
Writing your first Terraform module: build a reusable AWS S3 bucket and test it with Terraform mocks
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...
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...