I would start by defining clear objectives for the AI agent, such as data validation, anomaly detection, and automated alerting. I would utilize event-driven architecture to ensure the agent can respond promptly to incoming data and integrate seamlessly with CI/CD pipelines for continuous monitoring and feedback.