Câu 40: NCP-AAI: Agentic AI

An AI Engineer is analyzing a production agentic AI system’s compliance with responsible AI standards. Which evaluation approaches effectively identify potential safety vulnerabilities and ethical risks in multi-agent workflows? (Choose two.)

1. A. Emphasize latency metrics and throughput performance as key evaluation factors for safety vulnerabilities, providing a baseline for operational measures and resource allocation.
2. B. Implement comprehensive audit trails using NVIDIA NeMo Guardrails with semantic similarity checks, tracking agent decisions across conversation flows and evaluating policy violations through automated compliance scoring. — đáp án hiện tại
3. C. Use user feedback as a primary signal for risk identification, emphasizing post-deployment observations and qualitative experience reports alongside operational monitoring.
4. D. Deploy multi-layered evaluation combining bias detection metrics (demographic parity, equalized odds) with adversarial testing to probe agent responses for harmful outputs across diverse user populations — đáp án hiện tại