Câu 19: NCP-AAI: Agentic AI

A social media company wants to expand its agentic system to support global users, minimize downtime, and ensure smooth operation during usage spikes. The team is considering various deployment and scaling strategies to achieve these goals. Which solution most effectively supports reliable and scalable deployment for an agentic AI system serving a global user base?

1. A. Integrating MLOps practices for continuous deployment and rapid model updates in production environments
2. B. Designing a distributed system architecture with multi-region deployment, automated failover, and dynamic resource allocation — đáp án hiện tại
3. C. Implementing containerization with Docker to simplify deployment and streamline updates
4. D. Using hardware profiling to optimize agent workloads for efficient GPU utilization across all deployed instances