→ Automate agent lifecycle management to reduce manual overhead; the automation lists, creates, archives, and permanently deletes agents using Cloud Agents API operations for seamless resource administration. → Streamline execution monitoring by automatically listing and streaming run data; this enables real-time tracking and control over agent runs without manual polling or data aggregation. → Enhance artifact handling and security by automating artifact downloads and user-scoped token creation, ensuring efficient retrieval and controlled access to agent outputs.