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NVIDIA Agentic AI NCP-AAI Question # 30 Topic 4 Discussion

NVIDIA Agentic AI NCP-AAI Question # 30 Topic 4 Discussion

NCP-AAI Exam Topic 4 Question 30 Discussion:
Question #: 30
Topic #: 4

When evaluating an agent’s degrading response times under increasing load, which analysis approach most effectively identifies scalability bottlenecks and optimization opportunities?


A.

Track average response time while examining stage-by-stage processing metrics, resource usage trends, and potential components impacting scalability.


B.

Test at fixed, low load levels while using controlled stress scenarios to compare with performance under production-like traffic patterns.


C.

Profile each major system stage using distributed tracing, analyze GPU utilization with NVIDIA performance tools, and map queuing delays against varying workload patterns.


D.

Focus on model inference duration while also measuring preprocessing time, tool-calling latency, and response formatting in the end-to-end pipeline.


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