AI WORKFLOW BRIEF Starting request: Intended outcome: Information required: Systems and permitted actions: Confirmation required before action: Ordinary request / expected result: Ambiguous request / expected clarification: Unavailable system / expected fallback: Uncertain result / duplicate prevention: Human handoff / owner and required context: Evidence that the action occurred: