Agents can call tools, retrieve context, and execute multi-step plans, but they introduce new failure modes (wrong tool, wrong plan, policy drift). This talk walks through a practical approach to building tool-using support assistants on OCI and, more importantly, evaluating them stage-by-stage. You’ll learn how to detect regressions, attribute failures to retrieval vs planning vs response, and deploy safely with measurable quality thresholds.