toyin

based in Lelystad, NL

About

I'm a DevOps engineer and systems administrator. I run production Kubernetes on Talos Linux and Hetzner with ArgoCD, and I build AI-assisted automation that makes infrastructure boring — in the best way.

My bias is declarative and auditable: every change is a git commit, every state is reconciled, nothing reaches a cluster by hand. I write here about the practices that hold up under real load, and the places where AI agents genuinely help an ops workflow — and where they don't.

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