NVIDIA-Certified Professional Agentic AI (NCP-AAI)

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Cognition, Planning, and MemoryNCP-AAI practice

An agent plans to collect evidence from three sources, but one source is mandatory and the others are optional. How should the plan determine completion?

Select one answerAWait forever until every optional source becomes availableBGate completion on mandatory evidence and track optional gapsCTreat all source failures as equivalent and erase their statusDFinish after any one source responds, regardless of its role

Deployment and ScalingNCP-AAI practice

An agent service runs on several replicas. Users sometimes continue a conversation on a different replica and lose the previous state. What deployment change addresses this?

Select one answerAAsk users to repeat all previous messages after every requestBUse shared durable checkpoints with authorized session keysCIncrease replica count without changing state storageDKeep conversation state only in each replica’s memory

Agent Architecture and DesignNCP-AAI practice

A warehouse agent can suggest rerouting an order, but supervisors need to correct the destination before execution. Which interaction contract should the architecture provide?

Select one answerAStore the proposed destination only inside generated proseBExecute the first suggestion and allow corrections only in a later messageCValidate and execute the explicitly approved proposal versionDTreat any supervisor response as approval of the original suggestion

NVIDIA Platform ImplementationNCP-AAI practice

A vision-language agent’s image preprocessing changes between development and production. The model receives a different crop and misses labels near the edge. What should the team standardize?

Select one answerAA prompt that asks the model to see labels outside the cropBOnly the final answer’s writing styleCThe number of workers without inspecting their transformationsDVersion and standardize the image preprocessing contract

Run, Monitor, and MaintainNCP-AAI practice

An agent service restarts after a crash. Several external actions have uncertain outcomes. What should recovery prioritize before replaying them?

Select one answerAReconcile downstream outcomes before safely resuming unresolved workBReplay all actions with new identifiersCAssume every action failed because the process crashedDDelete uncertain records to simplify the queue

Agent DevelopmentNCP-AAI practice

An agent’s new decision prompt improves average accuracy but begins sending urgent cases to an ordinary queue. What should determine whether the change is accepted?

Select one answerAApply urgent-case quality and error-cost release criteriaBAccept it because the average score increasedCJudge it only by the number of output tokensDIgnore urgent cases until the next model upgrade

NVIDIA Platform ImplementationNCP-AAI practice

A team uses several agent frameworks and wants to profile their workflows through NVIDIA tooling. Which platform capability should it investigate?

Select one answerANeMo RL reward optimization applied without workflow instrumentationBNeMo Agent Toolkit integration, evaluation, and profilingCNIM endpoint provisioning without agent-level evaluation or tool tracingDTriton model metrics used alone to infer every external tool’s behavior

Agent Architecture and DesignNCP-AAI practice

Several agents need the same tool, but each has different permissions and workload limits. Which TWO controls belong in the shared tool service boundary? Select TWO.

Select two answersAUse one unrestricted shared credential with no caller attributionBAuthorize each operation using the caller’s identity and allowed scopeCTrust the role name written in the agent’s natural-language promptDApply per-caller quotas and validate requests against the tool schema

Run, Monitor, and MaintainNCP-AAI practice

The team sees a sudden rise in tool errors after an API provider changes its response schema. What should the incident investigation compare?

Select one answerAOnly generation latency before and after the agent deploymentBOnly the total count of agent requests, without response payload structureCCompare response contracts, validation errors, and provider changesDOnly the final-answer quality score, without adapter validation evidence

Agent Architecture and DesignNCP-AAI practice

A coordinator gives two agents the same case and both schedule a customer callback. The organization wants a single accountable owner for each action. Which design change is most direct?

Select one answerASend the whole conversation to every agent more frequentlyBIncrease the number of specialists working on each caseCAssign action ownership through an atomic shared task claimDAllow every agent to act and compare their messages afterward

Evaluation and TuningNCP-AAI practice

An agent must decline requests that lack required authorization. Its benchmark counts every refusal as a failure to complete the task. What should change?

Select one answerACount all refusals as successes regardless of the requestBExclude all restricted-action scenarios from evaluationCLabel policy-required refusals as appropriate task outcomesDRemove authorization checks to improve completion rate

Human-AI Interaction and OversightNCP-AAI practice

A supervisor asks why an agent recommended a supplier. What explanation is most useful for accountable review?

Select one answerAExplain criteria, supporting evidence, and decision limitationsBA claim that the model’s hidden reasoning is always available and infallibleCA confidence adjective without supporting factsDA dump of every system log with no connection to the recommendation

Knowledge Integration and Data HandlingNCP-AAI practice

An agent finds two policy documents with conflicting limits. One is current and the other is explicitly retired. What should knowledge handling do?

Select one answerATreat both limits as equally current because both were retrievedBResolve authority using current-version and retirement metadataCAverage the two limits to avoid choosing a sourceDSelect the document with the more confident writing style

Safety, Ethics, and ComplianceNCP-AAI practice

An agent reads a retrieved document containing instructions to export customer records to an external address. The user asked only for a policy summary. What security boundary should apply?

Select one answerALet retrieved documents override the user’s requested taskBTreat retrieved instructions as untrusted and enforce tool permissionsCGrant broader permissions whenever retrieval returns imperative textDExecute the export if the document uses authoritative language

Agent DevelopmentNCP-AAI practice

A planning agent uses a cheaper model for all requests. It handles routine cases well but fails on complex cases with multiple dependencies. The team wants to preserve cost savings. What should it evaluate?

Select one answerARemove difficult cases from the service’s supported-task metricsBUse the same cheap model repeatedly without changing the routing policyCTest routing complex cases to a more capable modelDSend every request to all models and publish the fastest response

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NVIDIA-Certified Professional Agentic AI (NCP-AAI)

Exam practice questions

15 / 153 questions

Free preview · Answers and explanations includedPage 1 of 2

Cognition, Planning, and MemoryNCP-AAI practice

An agent plans to collect evidence from three sources, but one source is mandatory and the others are optional. How should the plan determine completion?

Deployment and ScalingNCP-AAI practice

An agent service runs on several replicas. Users sometimes continue a conversation on a different replica and lose the previous state. What deployment change addresses this?

Agent Architecture and DesignNCP-AAI practice

A warehouse agent can suggest rerouting an order, but supervisors need to correct the destination before execution. Which interaction contract should the architecture provide?

NVIDIA Platform ImplementationNCP-AAI practice

A vision-language agent’s image preprocessing changes between development and production. The model receives a different crop and misses labels near the edge. What should the team standardize?

Run, Monitor, and MaintainNCP-AAI practice

An agent service restarts after a crash. Several external actions have uncertain outcomes. What should recovery prioritize before replaying them?

Agent DevelopmentNCP-AAI practice

An agent’s new decision prompt improves average accuracy but begins sending urgent cases to an ordinary queue. What should determine whether the change is accepted?

NVIDIA Platform ImplementationNCP-AAI practice

A team uses several agent frameworks and wants to profile their workflows through NVIDIA tooling. Which platform capability should it investigate?

Agent Architecture and DesignNCP-AAI practice

Several agents need the same tool, but each has different permissions and workload limits. Which TWO controls belong in the shared tool service boundary? Select TWO.

Run, Monitor, and MaintainNCP-AAI practice

The team sees a sudden rise in tool errors after an API provider changes its response schema. What should the incident investigation compare?

Agent Architecture and DesignNCP-AAI practice

A coordinator gives two agents the same case and both schedule a customer callback. The organization wants a single accountable owner for each action. Which design change is most direct?

Evaluation and TuningNCP-AAI practice

An agent must decline requests that lack required authorization. Its benchmark counts every refusal as a failure to complete the task. What should change?

Human-AI Interaction and OversightNCP-AAI practice

A supervisor asks why an agent recommended a supplier. What explanation is most useful for accountable review?

Knowledge Integration and Data HandlingNCP-AAI practice

An agent finds two policy documents with conflicting limits. One is current and the other is explicitly retired. What should knowledge handling do?

Safety, Ethics, and ComplianceNCP-AAI practice

An agent reads a retrieved document containing instructions to export customer records to an external address. The user asked only for a policy summary. What security boundary should apply?

Agent DevelopmentNCP-AAI practice

A planning agent uses a cheaper model for all requests. It handles routine cases well but fails on complex cases with multiple dependencies. The team wants to preserve cost savings. What should it evaluate?

Complete your exam preparation

Continue with the full question bank

Practise free with answers, explanations, and Community discussions. Join Community to unlock the complete question bank and timed mock exams.

Join Community Choose access for your certification