An audience watching a dashboard has to take the result on trust. Watching
kubectl run against the cluster and reading the raw answer is the difference
between a demonstration and an assertion, so every read is now printed before
it runs and its output shown beneath.
Each stage also names the service UI worth looking at when something changes
there: the Jenkins job as the build goes red and again when the rebuild starts
on its own, the Hermes dashboard as the agent run appears, the Grafana triage
panels and the filed issues at the end.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>