Câu 12: NCP-AAI: Agentic AI

A company is deploying a multi-agent AI system to handle large-scale customer interactions. They want to ensure the system is highly available, cost-effective, and scalable across multiple NVIDIA GPUs using container orchestration tools. Which practice is most crucial for successfully deploying and scaling an agentic AI system in production?

1. A. Use a static assignment of requests across agents to maintain consistent agent operation and simplify coordination while scaling infrastructure resources as needed.
2. B. Optimize GPU utilization frameworks with workload optimization separate from cost analysis, prioritizing resource performance for peak load scenarios in deployment.
3. C. Deploy agents on a single machine to obtain a dimensioning baseline and thereby reduce setup complexity before expanding system scope.
4. D. Implementing automated workload management and resource scheduling frameworks to optimize GPU utilization and maintain service availability. — đáp án hiện tại