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...
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...
Designing short-lived, dynamic secrets with HashiCorp Vault: practical best practices
Short-lived, dynamic secrets are one of Vault’s most powerful features for reducing blast radius, simplifying rotation, and improving auditability. This article walks through a practical approach you can apply today:...
Embeddings + LLMs for early detection: a practical pattern for AI-driven log analysis
Why this matters Infrastructure logs are high-volume, noisy, and heterogeneous. Detecting the faint, early signals of a problem (slow memory leak, mounting error-rate, or a failing hardware sensor) requires correlating...
Make onboarding frictionless: marry internal developer portals, LLM assistants, and prebuilt cloud dev environments
Developer onboarding still eats time. New hires and transfers spend days or weeks fighting environment setup, hunting for documentation, and waiting for approvals—work that’s low value but high friction. The...
Agentic DevOps: How Copilot and Incident AI Agents Are Rewiring the DevOps Loop
AI copilots in development used to mean helpful in-editor suggestions. Lately, that definition has been stretching — and fast. Over the last year we’ve seen a transition from single-turn code...