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NVIDIA NCP-AAI : Agentic AI

NCP-AAI

Exam Code: NCP-AAI

Exam Name: Agentic AI

Updated: Oct 17, 2026

Q & A: 123 Questions and Answers

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NVIDIA NCP-AAI Exam Syllabus Topics:

TopicDetails
Topic 1
  • Safety, Ethics, and Compliance: Covers the principles and practices needed to ensure agents operate responsibly, ethically, and within legal and regulatory requirements.
Topic 2
  • Knowledge Integration and Data Handling: Covers how agents integrate external knowledge sources and manage diverse data types to support informed decision-making.
Topic 3
  • Evaluation and Tuning: Addresses methods for measuring agent performance, running benchmarks, and optimizing agent behavior.
Topic 4
  • Agent Development: Focuses on the practical building, integration, and enhancement of agents using tools, frameworks, and APIs.
Topic 5
  • Agent Architecture and Design: Covers how agentic AI systems are structured, including how agents reason, communicate, and interact within single-agent and multi-agent environments.
Topic 6
  • Human-AI Interaction and Oversight: Focuses on designing systems that enable effective human supervision, control, and collaboration with AI agents.
Topic 7
  • Deployment and Scaling: Covers operationalizing agentic systems for production use, including containerization, orchestration, and scaling strategies.
Topic 8
  • Cognition, Planning, and Memory: Explores the reasoning strategies, decision-making processes, and memory management techniques that drive intelligent agent behavior.
Topic 9
  • NVIDIA Platform Implementation: Focuses on leveraging NVIDIA's AI hardware and software stack to build and optimize agentic AI systems.

Reference: https://www.nvidia.com/en-us/learn/certification/agentic-ai-professional/

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NVIDIA Agentic AI Sample Questions:

Question #1
An AI engineer at an oil and gas company is designing a multi-agent AI system to support drilling operations.
Different agents are responsible for subsurface modeling, risk analysis, and resource allocation. These agents must share operational context, reason through interdependent planning steps, and justify their collaborative decisions using structured, transparent logic. The architecture must support memory persistence, sequential decision-making and chain-of-thought prompting across agents.
Which implementation best supports this design?

A. Fine-tune separate NeMo models for each agent role using LoRA, with pre-scripted action flows deployed via TensorRT for latency reduction.
B. Use LangChain to coordinate third-party agent APIs and store shared information in external memory, with logic encoded in static prompt chains.
C. Orchestrate NeMo agents via Triton, use vector memory for shared context, ReAct planning, and NeMo Guardrails for reasoning.
D. Use stateless LLM endpoints behind an API gateway and pass shared prompts across agents to simulate context and reasoning.


Question #2
What is a key limitation of Chain-of-Thought (CoT) prompting when using smaller language models for reasoning tasks?

A. CoT prompting simplifies error analysis for small models, making it easy to identify and correct mistakes at each reasoning step.
B. CoT prompting ensures step-by-step outputs, enabling even small models to solve complex problems reliably.
C. CoT prompting requires relatively large models; smaller models may produce reasoning chains that appear logical but are actually incorrect, leading to poorer performance.
D. CoT prompting consistently improves the logical accuracy of outputs for both small and large language models.


Question #3
An AI agent must interact with multiple external services, handle variable user requests, and maintain reliable operation in production.
Which design principle is most critical for ensuring stable and resilient integration with external systems?

A. Bypassing error handling to reduce latency during API calls
B. Implementing timeouts and circuit breakers for external service calls
C. Using hardcoded endpoints without configuration management
D. Storing all external credentials directly in the agent's source code


Question #4
You are designing an AI agent for summarizing medical documents that include images and text as well. It must extract key information and recognize dates.
Which feature is most critical for ensuring the agent performs well across multiple input and output formats?

A. Use of guardrails to filter out hallucinated content
B. Retry logic implementation to ensure robustness during API failures
C. Chain-of-thought prompting for reasoning accuracy
D. Multi-modal model integration to handle both text and vision inputs


Question #5
A customer service agentic AI is designed to resolve billing inquiries. It consistently resolves inquiries accurately and efficiently. However, a significant number of customers are reporting frustration due to the agent's tendency to repeatedly ask for the same information (account number, address) during each interaction, even after it's already been provided.
Which evaluation method would be most effective for addressing this issue?

A. Analyzing the agent's dialogue transcripts to identify patterns in its questioning techniques.
B. Increasing the agent's processing speed to reduce the time it takes to handle each inquiry and increase customer satisfaction.
C. Adjusting the agent's reward function to prioritize speed of resolution over customer satisfaction.
D. Implementing a "conversational flow" analysis to optimize the order of questions asked during each interaction.


Solutions:

Question #1
Correct Answer: C
Question #2
Correct Answer: C
Question #3
Correct Answer: B
Question #4
Correct Answer: D
Question #5
Correct Answer: A

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