This manuscript presents a practical evaluation workflow for tool-using AI agents. It is intentionally scoped toward builders and operators who need repeatable inspection methods before they need large benchmark infrastructure. The paper is paired with public supporting artifacts, including compact datasets, interactive demo apps, and public analytics surfaces, so that readers can inspect the workflow beyond the text alone.
