What happens when an AI agent stops generating Kubernetes YAML and starts operating the cluster directly?
Mike Solomon, software engineer at AIATELLA, explains how his team moved from a sprawling Helm setup to Markdown-driven infrastructure specs that Claude Code can execute, test, and refine.
You will learn
Why Helm became hard to maintain for a fast-moving medical infrastructure repo
How Claude debugged Argo, TLS conflicts, kubectl patches, and private registry credentials
How runbooks plus agent memory files capture failures so deployments become reproducible.
It is a practical look at where Kubernetes automation may be heading: less hand-written YAML, more precise intent, and a sharper definition of when the human must stay in the loop.
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