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News
How to Safely Deploy Control-Plane and Data-Plane Changes
3+ day, 13+ hour ago (259+ words) Safely deploy control- and data-plane changes with Argo CD, Argo Rollouts, health gates, traffic shifting, and rollback. Argo CD sync phases and waves provide deterministic ordering inside an Application. Resources are ordered by phase, numeric wave, kind, and name. Argo…...
When DORA Metrics Lie: Rethinking CI Pipeline Data
5+ day, 14+ hour ago (803+ words) When mock files drift from current service behavior, DORA metrics underreport failures. Deployment rework rate is the metric that shows what change failure rate missed. Every one of these metrics is a faithful record of what the pipeline said happened....
The Startup Time Trick Hiding Inside Your Docker Build
1+ week, 2+ day ago (1126+ words) Spring Boot pods reload the same classes on every start. A CDS training run inside your Dockerfile caches that work once and cuts startup time roughly in half. I spent years treating Spring Boot startup time as a fact of…...
Scaling AI Agents on Kubernetes With Agent Substrate
1+ week, 2+ day ago (1567+ words) Learn how an early-stage open-source project separates workload lifecycle from compute allocation for bursty, stateful, and massively concurrent AI workloads. What if you could multiplex roughly 250 stateful agent sessions across eight Kubernetes worker Pods, then reactivate any one without losing…...