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NCP-AII Questions & Answers
Exam Code: NCP-AII
Exam Name: NCP-AI Infrastructure
Certification Provider: NVIDIA
NCP-AII Premium File
170 Questions & Answers
Last Update: Nov 6, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
Verified by experts
NCP-AII Questions & Answers
Exam Code: NCP-AII
Exam Name: NCP-AI Infrastructure
Certification Provider: NVIDIA
NCP-AII Premium File
170 Questions & Answers
Last Update: Nov 6, 2026
Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
$87.99
$79.99

NCP-AI Infrastructure NCP-AII Practice Test 40

Question 390

During a readiness assessment, an infrastructure engineer tests one GPU at a time and signs off an eight-GPU server without concurrent loading. Which correction should be prioritized?

  1. stress the affected GPU and correlate throttle reasons with system telemetry
  2. run a qualified all-GPU stress profile with temperature and Xid telemetry
  3. run simultaneous multi-GPU stress at the approved concurrency
  4. monitor NIC links storage and GPU telemetry during maximum approved node stress

Explanation

Correct Answer

C:

Correct. The incident follows from aggregate power and thermal behavior across all GPUs was never validated. This action changes the failing dependency, with aggregate load stays inside rack power and device thermal limits as a measurable success criterion.

Incorrect Answers

A:

“stress the affected GPU and correlate throttle reasons with system telemetry” addresses gPU cooling or power behavior degrades only under sustained compute duty, but the current hardware or infrastructure issue is aggregate power and thermal behavior across all GPUs was never validated. The option “run simultaneous multi-GPU stress at the approved concurrency” is more directly tied to the required outcome.

B:

Useful for idle health checks failed to exercise sustained compute and power load, but it does not remove the specific condition: aggregate power and thermal behavior across all GPUs was never validated.

D:

“monitor NIC links storage and GPU telemetry during maximum approved node stress” addresses system-level concurrent device behavior is not included in single-node acceptance, but the current hardware or infrastructure issue is aggregate power and thermal behavior across all GPUs was never validated. The option “run simultaneous multi-GPU stress at the approved concurrency” is more directly tied to the required outcome.

Question 391

A team implements the correction 'run simultaneous multi-GPU stress at the approved concurrency' for a GPU cluster problem. Which observed result MOST convincingly proves it worked?

  1. aggregate load stays inside rack power and device thermal limits
  2. network interfaces remain stable while full node load stays in limits
  3. reruns under identical settings yield comparable measured load and error trends
  4. repeated full-duration stress passes without reboot ECC or power alarms

Explanation

Correct Answer

A:

Correct. The test directly checks whether aggregate power and thermal behavior across all GPUs was never validated has been remediated. That result supports operational acceptance rather than only configuration presence.

Incorrect Answers

B:

“network interfaces remain stable while full node load stays in limits” addresses system-level concurrent device behavior is not included in single-node acceptance, but the current hardware or infrastructure issue is aggregate power and thermal behavior across all GPUs was never validated. The option “aggregate load stays inside rack power and device thermal limits” is more directly tied to the required outcome.

C:

“reruns under identical settings yield comparable measured load and error trends” addresses inconsistent stress conditions invalidate benchmark comparison, but the current hardware or infrastructure issue is aggregate power and thermal behavior across all GPUs was never validated. The option “aggregate load stays inside rack power and device thermal limits” is more directly tied to the required outcome.

D:

“repeated full-duration stress passes without reboot ECC or power alarms” addresses short smoke testing missed a load-dependent power or cooling instability, but the current hardware or infrastructure issue is aggregate power and thermal behavior across all GPUs was never validated. The option “aggregate load stays inside rack power and device thermal limits” is more directly tied to the required outcome.

Question 392

During an AI-factory acceptance review, the following condition is observed: a replacement accelerator operates at normal idle clocks but consistently throttles during extended tensor computation. What should the infrastructure engineer do FIRST?

  1. run a qualified all-GPU stress profile with temperature and Xid telemetry
  2. monitor NIC links storage and GPU telemetry during maximum approved node stress
  3. extend bounded single-node compute and memory stress under monitored conditions
  4. stress the affected GPU and correlate throttle reasons with system telemetry

Explanation

Correct Answer

D:

Correct. This directly resolves GPU cooling or power behavior degrades only under sustained compute duty. A valid handover should also demonstrate sampled clocks remain above the approved floor without unexpected throttle flags.

Incorrect Answers

A:

“run a qualified all-GPU stress profile with temperature and Xid telemetry” addresses idle health checks failed to exercise sustained compute and power load, but the current hardware or infrastructure issue is gPU cooling or power behavior degrades only under sustained compute duty. The option “stress the affected GPU and correlate throttle reasons with system telemetry” is more directly tied to the required outcome.

B:

“monitor NIC links storage and GPU telemetry during maximum approved node stress” addresses system-level concurrent device behavior is not included in single-node acceptance, but the current hardware or infrastructure issue is gPU cooling or power behavior degrades only under sustained compute duty. The option “stress the affected GPU and correlate throttle reasons with system telemetry” is more directly tied to the required outcome.

C:

“extend bounded single-node compute and memory stress under monitored conditions” addresses short smoke testing missed a load-dependent power or cooling instability, but the current hardware or infrastructure issue is gPU cooling or power behavior degrades only under sustained compute duty. The option “stress the affected GPU and correlate throttle reasons with system telemetry” is more directly tied to the required outcome.

Question 393

After applying 'stress the affected GPU and correlate throttle reasons with system telemetry' in an NVIDIA AI factory, what would be the MOST relevant operational verification?

  1. all accelerators sustain the accepted workload duration without critical errors
  2. repeated full-duration stress passes without reboot ECC or power alarms
  3. sampled clocks remain above the approved floor without unexpected throttle flags
  4. network interfaces remain stable while full node load stays in limits

Explanation

Correct Answer

C:

Correct. The test directly checks whether GPU cooling or power behavior degrades only under sustained compute duty has been remediated. That result supports operational acceptance rather than only configuration presence.

Incorrect Answers

A:

“all accelerators sustain the accepted workload duration without critical errors” addresses idle health checks failed to exercise sustained compute and power load, but the current hardware or infrastructure issue is gPU cooling or power behavior degrades only under sustained compute duty. The option “sampled clocks remain above the approved floor without unexpected throttle flags” is more directly tied to the required outcome.

B:

“repeated full-duration stress passes without reboot ECC or power alarms” addresses short smoke testing missed a load-dependent power or cooling instability, but the current hardware or infrastructure issue is gPU cooling or power behavior degrades only under sustained compute duty. The option “sampled clocks remain above the approved floor without unexpected throttle flags” is more directly tied to the required outcome.

D:

“network interfaces remain stable while full node load stays in limits” addresses system-level concurrent device behavior is not included in single-node acceptance, but the current hardware or infrastructure issue is gPU cooling or power behavior degrades only under sustained compute duty. The option “sampled clocks remain above the approved floor without unexpected throttle flags” is more directly tied to the required outcome.

Question 394

At a GPU cluster site, one GPU node experiences ECC counter growth during stress despite correct application output. Which remediation best targets the underlying cause?

  1. investigate ECC telemetry and isolate defective memory during a supported stress run
  2. monitor NIC links storage and GPU telemetry during maximum approved node stress
  3. run a qualified all-GPU stress profile with temperature and Xid telemetry
  4. stress the affected GPU and correlate throttle reasons with system telemetry

Explanation

Correct Answer

A:

Correct. This is the corrective step for correct numerical outputs do not negate accumulating hardware memory faults; it addresses the failure at its source. The confirming observation is uncorrectable ECC counters stay clear and error trend meets acceptance rules.

Incorrect Answers

B:

Useful for system-level concurrent device behavior is not included in single-node acceptance, but it does not remove the specific condition: correct numerical outputs do not negate accumulating hardware memory faults.

C:

“run a qualified all-GPU stress profile with temperature and Xid telemetry” addresses idle health checks failed to exercise sustained compute and power load, but the current hardware or infrastructure issue is correct numerical outputs do not negate accumulating hardware memory faults. The option “investigate ECC telemetry and isolate defective memory during a supported stress run” is more directly tied to the required outcome.

D:

“stress the affected GPU and correlate throttle reasons with system telemetry” addresses gPU cooling or power behavior degrades only under sustained compute duty, but the current hardware or infrastructure issue is correct numerical outputs do not negate accumulating hardware memory faults. The option “investigate ECC telemetry and isolate defective memory during a supported stress run” is more directly tied to the required outcome.

Question 395

For a controlled change involving 'investigate ECC telemetry and isolate defective memory during a supported stress run', which acceptance evidence would best establish the intended outcome?

  1. reruns under identical settings yield comparable measured load and error trends
  2. stress traces show within-spec operation and relevant workload stability
  3. repeated full-duration stress passes without reboot ECC or power alarms
  4. uncorrectable ECC counters stay clear and error trend meets acceptance rules

Explanation

Correct Answer

D:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was correct numerical outputs do not negate accumulating hardware memory faults; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“reruns under identical settings yield comparable measured load and error trends” addresses inconsistent stress conditions invalidate benchmark comparison, but the current hardware or infrastructure issue is correct numerical outputs do not negate accumulating hardware memory faults. The option “uncorrectable ECC counters stay clear and error trend meets acceptance rules” is more directly tied to the required outcome.

B:

“stress traces show within-spec operation and relevant workload stability” addresses stress profile does not represent a safe supported commissioning envelope, but the current hardware or infrastructure issue is correct numerical outputs do not negate accumulating hardware memory faults. The option “uncorrectable ECC counters stay clear and error trend meets acceptance rules” is more directly tied to the required outcome.

C:

“repeated full-duration stress passes without reboot ECC or power alarms” addresses short smoke testing missed a load-dependent power or cooling instability, but the current hardware or infrastructure issue is correct numerical outputs do not negate accumulating hardware memory faults. The option “uncorrectable ECC counters stay clear and error trend meets acceptance rules” is more directly tied to the required outcome.

Question 396

During a readiness assessment, a field team uses an unqualified synthetic workload that exceeds electrical design limits to certify production readiness. Which correction should be prioritized?

  1. apply vendor-qualified stress parameters within site power and cooling constraints
  2. standardize workload mix duration power cap and monitoring for repeatable tests
  3. monitor NIC links storage and GPU telemetry during maximum approved node stress
  4. investigate ECC telemetry and isolate defective memory during a supported stress run

Explanation

Correct Answer

A:

Correct. The incident follows from stress profile does not represent a safe supported commissioning envelope. This action changes the failing dependency, with stress traces show within-spec operation and relevant workload stability as a measurable success criterion.

Incorrect Answers

B:

“standardize workload mix duration power cap and monitoring for repeatable tests” addresses inconsistent stress conditions invalidate benchmark comparison, but the current hardware or infrastructure issue is stress profile does not represent a safe supported commissioning envelope. The option “apply vendor-qualified stress parameters within site power and cooling constraints” is more directly tied to the required outcome.

C:

“monitor NIC links storage and GPU telemetry during maximum approved node stress” addresses system-level concurrent device behavior is not included in single-node acceptance, but the current hardware or infrastructure issue is stress profile does not represent a safe supported commissioning envelope. The option “apply vendor-qualified stress parameters within site power and cooling constraints” is more directly tied to the required outcome.

D:

Useful for correct numerical outputs do not negate accumulating hardware memory faults, but it does not remove the specific condition: stress profile does not represent a safe supported commissioning envelope.

Question 397

A team implements the correction 'apply vendor-qualified stress parameters within site power and cooling constraints' for a GPU cluster problem. Which observed result MOST convincingly proves it worked?

  1. reruns under identical settings yield comparable measured load and error trends
  2. stress traces show within-spec operation and relevant workload stability
  3. uncorrectable ECC counters stay clear and error trend meets acceptance rules
  4. aggregate load stays inside rack power and device thermal limits

Explanation

Correct Answer

B:

Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was stress profile does not represent a safe supported commissioning envelope; the listed result demonstrates the expected behavior.

Incorrect Answers

A:

“reruns under identical settings yield comparable measured load and error trends” addresses inconsistent stress conditions invalidate benchmark comparison, but the current hardware or infrastructure issue is stress profile does not represent a safe supported commissioning envelope. The option “stress traces show within-spec operation and relevant workload stability” is more directly tied to the required outcome.

C:

“uncorrectable ECC counters stay clear and error trend meets acceptance rules” addresses correct numerical outputs do not negate accumulating hardware memory faults, but the current hardware or infrastructure issue is stress profile does not represent a safe supported commissioning envelope. The option “stress traces show within-spec operation and relevant workload stability” is more directly tied to the required outcome.

D:

“aggregate load stays inside rack power and device thermal limits” addresses aggregate power and thermal behavior across all GPUs was never validated, but the current hardware or infrastructure issue is stress profile does not represent a safe supported commissioning envelope. The option “stress traces show within-spec operation and relevant workload stability” is more directly tied to the required outcome.

Question 398

During an AI-factory acceptance review, the following condition is observed: the test script records pass status but omits the GPU UUID and system serial for a recently replaced card. What should the infrastructure engineer do FIRST?

  1. investigate ECC telemetry and isolate defective memory during a supported stress run
  2. stress the affected GPU and correlate throttle reasons with system telemetry
  3. run a qualified all-GPU stress profile with temperature and Xid telemetry
  4. bind stress artifacts to GPU UUID PCI slot and chassis identity

Explanation

Correct Answer

D:

Correct. The underlying problem is burn-in evidence cannot be attributed to the replaced hardware. This intervention targets that mechanism. Confirm completion through results trace directly to the installed replacement board.

Incorrect Answers

A:

“investigate ECC telemetry and isolate defective memory during a supported stress run” addresses correct numerical outputs do not negate accumulating hardware memory faults, but the current hardware or infrastructure issue is burn-in evidence cannot be attributed to the replaced hardware. The option “bind stress artifacts to GPU UUID PCI slot and chassis identity” is more directly tied to the required outcome.

B:

Useful for GPU cooling or power behavior degrades only under sustained compute duty, but it does not remove the specific condition: burn-in evidence cannot be attributed to the replaced hardware.

C:

“run a qualified all-GPU stress profile with temperature and Xid telemetry” addresses idle health checks failed to exercise sustained compute and power load, but the current hardware or infrastructure issue is burn-in evidence cannot be attributed to the replaced hardware. The option “bind stress artifacts to GPU UUID PCI slot and chassis identity” is more directly tied to the required outcome.

Question 399

After applying 'bind stress artifacts to GPU UUID PCI slot and chassis identity' in an NVIDIA AI factory, what would be the MOST relevant operational verification?

  1. all accelerators sustain the accepted workload duration without critical errors
  2. sampled clocks remain above the approved floor without unexpected throttle flags
  3. results trace directly to the installed replacement board
  4. uncorrectable ECC counters stay clear and error trend meets acceptance rules

Explanation

Correct Answer

C:

Correct. This is observable proof for the intended change, not just evidence that a command was issued. It establishes results trace directly to the installed replacement board, addressing burn-in evidence cannot be attributed to the replaced hardware.

Incorrect Answers

A:

“all accelerators sustain the accepted workload duration without critical errors” addresses idle health checks failed to exercise sustained compute and power load, but the current hardware or infrastructure issue is burn-in evidence cannot be attributed to the replaced hardware. The option “results trace directly to the installed replacement board” is more directly tied to the required outcome.

B:

“sampled clocks remain above the approved floor without unexpected throttle flags” addresses gPU cooling or power behavior degrades only under sustained compute duty, but the current hardware or infrastructure issue is burn-in evidence cannot be attributed to the replaced hardware. The option “results trace directly to the installed replacement board” is more directly tied to the required outcome.

D:

“uncorrectable ECC counters stay clear and error trend meets acceptance rules” addresses correct numerical outputs do not negate accumulating hardware memory faults, but the current hardware or infrastructure issue is burn-in evidence cannot be attributed to the replaced hardware. The option “results trace directly to the installed replacement board” is more directly tied to the required outcome.

Question 400

At a GPU cluster site, a GPU stress test completes but one NIC loses link whenever accelerators draw maximum node power. Which remediation best targets the underlying cause?

  1. investigate ECC telemetry and isolate defective memory during a supported stress run
  2. stress the affected GPU and correlate throttle reasons with system telemetry
  3. monitor NIC links storage and GPU telemetry during maximum approved node stress
  4. run simultaneous multi-GPU stress at the approved concurrency

Explanation

Correct Answer

C:

Correct. This is the corrective step for system-level concurrent device behavior is not included in single-node acceptance; it addresses the failure at its source. The confirming observation is network interfaces remain stable while full node load stays in limits.

Incorrect Answers

A:

“investigate ECC telemetry and isolate defective memory during a supported stress run” addresses correct numerical outputs do not negate accumulating hardware memory faults, but the current hardware or infrastructure issue is system-level concurrent device behavior is not included in single-node acceptance. The option “monitor NIC links storage and GPU telemetry during maximum approved node stress” is more directly tied to the required outcome.

B:

“stress the affected GPU and correlate throttle reasons with system telemetry” addresses gPU cooling or power behavior degrades only under sustained compute duty, but the current hardware or infrastructure issue is system-level concurrent device behavior is not included in single-node acceptance. The option “monitor NIC links storage and GPU telemetry during maximum approved node stress” is more directly tied to the required outcome.

D:

Useful for aggregate power and thermal behavior across all GPUs was never validated, but it does not remove the specific condition: system-level concurrent device behavior is not included in single-node acceptance.

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