Intro to Observability as Code: Managing Dashboards with GitOps
Observability as code brings the same benefits we expect from infrastructure as code — versioning, reviewability, repeatability — to dashboards, alerting rules, and other observability configuration. Instead of clicking in...
Making SLOs Sing for Generative AI: SLIs (TTFT/TPOT), SLOs, and SLAs Explained
Generative AI services — chatbots, assistants, code generators — changed the choreography of reliability. Instead of a single uptime percentage, these systems have a rhythm: the first token that shows...
Lightweight Kubernetes at the Edge: Practical patterns for deploying containers closer to users
Edge computing shrinks the distance between users and the services they rely on. For latency-sensitive apps—real-time video, AR/VR, industrial control, or local ML inference—running containers near the data source is...
Keep traffic local: Topology-aware routing and EndpointSlices made simple
Kubernetes networking can feel like a crowded festival: pods are musicians on separate stages (zones), services are the festival promoters trying to route fans (traffic) to the right stage, and...
Pods, Deployments, and Services — how they work together (and why readiness checks matter)
Kubernetes can feel like an orchestra: Pods are the musicians, Deployments are the conductor’s score that tells musicians when to enter and exit, and Services are the stage crew that...
Measuring the Unseen: SLIs, SLOs, and SLAs for Generative AI Services
Generative AI — chatbots, multimodal assistants, code generators — behaves less like a traditional request/response API and more like a live performance: every call has rhythm (tokens per second), tempo...
Making Vault + Kubernetes CSI safer after the CSI service-account token changes
Kubernetes’ handling of secrets and service account tokens has continued to evolve, and that evolution matters if you use HashiCorp Vault to deliver secrets into pods. This article walks through...
Practical Patterns for Secure CI/CD: Short‑Lived Credentials, Secrets Scanning, and Supply‑Chain Hardening
CI/CD pipelines accelerate delivery — but they also multiply attack surface. Recent supply‑chain compromises show how a trusted security tool can become an exfiltration vector and expose pipeline secrets and...