The five loops between AI coding and AI engineering

One developer. No team. Just two AI coding agents running in parallel terminal sessions. Four months later: 81% PR acceptance, 91% test coverage, bugs going from report to merged fix in roughly thirty minutes. It wasn't a better model. It was what the codebase learned to measure. "The intelligence in an AI-assisted codebase lives less in the model and more in the loops the codebase wraps around it." What actually changed KubeStellar Console — a multi-cluster Kubernetes management dashboard in th