Includes questions types found on actual exam such as drag and drop, simulation, type in, and fill in the blank.
NCP-AI Infrastructure NCP-AII Practice Test 51
Question 500
During an AI-factory acceptance review, the following condition is observed: a DPU fails to initialize after an update while the server host remains usable. What should the infrastructure engineer do FIRST?
qualify the DOCA host and DPU OS versions as one supported stack
inspect live BlueField firmware and embedded OS versions against the release manifest
install the correct supported board image under recovery procedure
inspect DPU boot diagnostics and invoke supported recovery sequence
Explanation
Correct Answer
D:
Correct. This directly resolves embedded firmware or DPU OS fault is hidden by host operational status. A valid handover should also demonstrate DPU boots to approved firmware and restores network offload functionality.
Incorrect Answers
A:
“qualify the DOCA host and DPU OS versions as one supported stack” addresses host and DPU software components are not compatible across the change, but the current hardware or infrastructure issue is embedded firmware or DPU OS fault is hidden by host operational status. The option “inspect DPU boot diagnostics and invoke supported recovery sequence” is more directly tied to the required outcome.
B:
“inspect live BlueField firmware and embedded OS versions against the release manifest” addresses dPU host visibility does not establish firmware qualification, but the current hardware or infrastructure issue is embedded firmware or DPU OS fault is hidden by host operational status. The option “inspect DPU boot diagnostics and invoke supported recovery sequence” is more directly tied to the required outcome.
C:
“install the correct supported board image under recovery procedure” addresses wrong BlueField-specific boot firmware or BFB variant was applied, but the current hardware or infrastructure issue is embedded firmware or DPU OS fault is hidden by host operational status. The option “inspect DPU boot diagnostics and invoke supported recovery sequence” is more directly tied to the required outcome.
Question 501
After applying 'inspect DPU boot diagnostics and invoke supported recovery sequence' in an NVIDIA AI factory, what would be the MOST relevant operational verification?
DPU component versions match the approved production baseline
negative host permission tests and DPU offload checks pass in the intended mode
firmware inventory converges and collective traffic no longer exhibits version-correlated faults
DPU boots to approved firmware and restores network offload functionality
Explanation
Correct Answer
D:
Correct. This result validates the change in service conditions and is the closest evidence that embedded firmware or DPU OS fault is hidden by host operational status is no longer causing the issue.
Incorrect Answers
A:
“DPU component versions match the approved production baseline” addresses dPU host visibility does not establish firmware qualification, but the current hardware or infrastructure issue is embedded firmware or DPU OS fault is hidden by host operational status. The option “DPU boots to approved firmware and restores network offload functionality” is more directly tied to the required outcome.
B:
“negative host permission tests and DPU offload checks pass in the intended mode” addresses post-upgrade trust and mode settings were not revalidated, but the current hardware or infrastructure issue is embedded firmware or DPU OS fault is hidden by host operational status. The option “DPU boots to approved firmware and restores network offload functionality” is more directly tied to the required outcome.
C:
“firmware inventory converges and collective traffic no longer exhibits version-correlated faults” addresses homogeneous fabric interoperability was not checked across DPU revisions, but the current hardware or infrastructure issue is embedded firmware or DPU OS fault is hidden by host operational status. The option “DPU boots to approved firmware and restores network offload functionality” is more directly tied to the required outcome.
Question 502
At a GPU cluster site, an operator declares BlueField maintenance finished after the new firmware reports its version but no traffic test is run. Which remediation best targets the underlying cause?
qualify the DOCA host and DPU OS versions as one supported stack
validate embedded management endpoints and access policy after maintenance
run representative DOCA traffic forwarding and offload tests after upgrade
reapply and verify intended BlueField mode and administrative restrictions
Explanation
Correct Answer
C:
Correct. The incident follows from device version verification is not sufficient for datapath functionality. This action changes the failing dependency, with data-plane counters and throughput show supported operation at the target release as a measurable success criterion.
Incorrect Answers
A:
“qualify the DOCA host and DPU OS versions as one supported stack” addresses host and DPU software components are not compatible across the change, but the current hardware or infrastructure issue is device version verification is not sufficient for datapath functionality. The option “run representative DOCA traffic forwarding and offload tests after upgrade” is more directly tied to the required outcome.
B:
Useful for DPU management reachability was omitted from post-upgrade checks, but it does not remove the specific condition: device version verification is not sufficient for datapath functionality.
D:
“reapply and verify intended BlueField mode and administrative restrictions” addresses post-upgrade trust and mode settings were not revalidated, but the current hardware or infrastructure issue is device version verification is not sufficient for datapath functionality. The option “run representative DOCA traffic forwarding and offload tests after upgrade” is more directly tied to the required outcome.
Question 503
For a controlled change involving 'run representative DOCA traffic forwarding and offload tests after upgrade', which acceptance evidence would best establish the intended outcome?
negative host permission tests and DPU offload checks pass in the intended mode
data-plane counters and throughput show supported operation at the target release
board ID and embedded OS report a compatible target after reboot
DPU component versions match the approved production baseline
Explanation
Correct Answer
B:
Correct. This result validates the change in service conditions and is the closest evidence that device version verification is not sufficient for datapath functionality is no longer causing the issue.
Incorrect Answers
A:
“negative host permission tests and DPU offload checks pass in the intended mode” addresses post-upgrade trust and mode settings were not revalidated, but the current hardware or infrastructure issue is device version verification is not sufficient for datapath functionality. The option “data-plane counters and throughput show supported operation at the target release” is more directly tied to the required outcome.
C:
“board ID and embedded OS report a compatible target after reboot” addresses wrong BlueField-specific boot firmware or BFB variant was applied, but the current hardware or infrastructure issue is device version verification is not sufficient for datapath functionality. The option “data-plane counters and throughput show supported operation at the target release” is more directly tied to the required outcome.
D:
“DPU component versions match the approved production baseline” addresses dPU host visibility does not establish firmware qualification, but the current hardware or infrastructure issue is device version verification is not sufficient for datapath functionality. The option “data-plane counters and throughput show supported operation at the target release” is more directly tied to the required outcome.
Question 504
During a readiness assessment, a cluster contains mixed BlueField-3 firmware builds and sporadic one-sided collective communication failures. Which correction should be prioritized?
compare and align DPU versions and supported network features across nodes
qualify the DOCA host and DPU OS versions as one supported stack
inspect DPU boot diagnostics and invoke supported recovery sequence
validate embedded management endpoints and access policy after maintenance
Explanation
Correct Answer
A:
Correct. The incident follows from homogeneous fabric interoperability was not checked across DPU revisions. This action changes the failing dependency, with firmware inventory converges and collective traffic no longer exhibits version-correlated faults as a measurable success criterion.
Incorrect Answers
B:
“qualify the DOCA host and DPU OS versions as one supported stack” addresses host and DPU software components are not compatible across the change, but the current hardware or infrastructure issue is homogeneous fabric interoperability was not checked across DPU revisions. The option “compare and align DPU versions and supported network features across nodes” is more directly tied to the required outcome.
C:
“inspect DPU boot diagnostics and invoke supported recovery sequence” addresses embedded firmware or DPU OS fault is hidden by host operational status, but the current hardware or infrastructure issue is homogeneous fabric interoperability was not checked across DPU revisions. The option “compare and align DPU versions and supported network features across nodes” is more directly tied to the required outcome.
D:
Useful for DPU management reachability was omitted from post-upgrade checks, but it does not remove the specific condition: homogeneous fabric interoperability was not checked across DPU revisions.
Question 505
An optical module reports a firmware version older than the release qualified for the installed high-speed switch port. Which corrective action is MOST appropriate before commissioning can proceed?
query supported switch or management module diagnostics for optics firmware identifiers
align both endpoints to qualified optics and module firmware revisions
pair module version validation with optical power and error diagnostics
verify supported module firmware against switch and module compatibility guidance
Explanation
Correct Answer
D:
Correct. The incident follows from transceiver firmware compatibility was excluded from media commissioning. This action changes the failing dependency, with switch inventory reports a qualified module firmware with healthy optical link as a measurable success criterion.
Incorrect Answers
A:
“query supported switch or management module diagnostics for optics firmware identifiers” addresses component-level transceiver inventory was not collected, but the current hardware or infrastructure issue is transceiver firmware compatibility was excluded from media commissioning. The option “verify supported module firmware against switch and module compatibility guidance” is more directly tied to the required outcome.
B:
“align both endpoints to qualified optics and module firmware revisions” addresses paired module firmware or feature negotiation is inconsistent, but the current hardware or infrastructure issue is transceiver firmware compatibility was excluded from media commissioning. The option “verify supported module firmware against switch and module compatibility guidance” is more directly tied to the required outcome.
C:
Useful for a successful firmware flash did not prove physical signal quality, but it does not remove the specific condition: transceiver firmware compatibility was excluded from media commissioning.
Question 506
The implementation team reports that it has completed 'verify supported module firmware against switch and module compatibility guidance'. Which evidence should the acceptance reviewer request?
switch inventory reports a qualified module firmware with healthy optical link
optical firmware reports the intended supported revision without module faults
exported inventory contains firmware revision and module serial for each expected optical port
module inventory and optical operating margins both pass acceptance
Explanation
Correct Answer
A:
Correct. It specifically tests the outcome of the approved remediation. The failure mechanism was transceiver firmware compatibility was excluded from media commissioning; the listed result demonstrates the expected behavior.
Incorrect Answers
B:
“optical firmware reports the intended supported revision without module faults” addresses switch software and transceiver firmware update mechanisms were conflated, but the current hardware or infrastructure issue is transceiver firmware compatibility was excluded from media commissioning. The option “switch inventory reports a qualified module firmware with healthy optical link” is more directly tied to the required outcome.
C:
“exported inventory contains firmware revision and module serial for each expected optical port” addresses component-level transceiver inventory was not collected, but the current hardware or infrastructure issue is transceiver firmware compatibility was excluded from media commissioning. The option “switch inventory reports a qualified module firmware with healthy optical link” is more directly tied to the required outcome.
D:
“module inventory and optical operating margins both pass acceptance” addresses a successful firmware flash did not prove physical signal quality, but the current hardware or infrastructure issue is transceiver firmware compatibility was excluded from media commissioning. The option “switch inventory reports a qualified module firmware with healthy optical link” is more directly tied to the required outcome.
Question 507
An NVIDIA infrastructure team reports this operational finding: a link becomes unstable after a firmware update that affected only one side of an active optical cable pair. Which action MOST directly addresses it?
compare validated optics firmware and negotiated FEC settings on both ends
align both endpoints to qualified optics and module firmware revisions
verify supported module firmware against switch and module compatibility guidance
query supported switch or management module diagnostics for optics firmware identifiers
Explanation
Correct Answer
B:
Correct. The incident follows from paired module firmware or feature negotiation is inconsistent. This action changes the failing dependency, with repeated full-rate traffic tests show stable link and acceptable error counters as a measurable success criterion.
Incorrect Answers
A:
Useful for module revision differences can affect signal interoperability, but it does not remove the specific condition: paired module firmware or feature negotiation is inconsistent.
C:
“verify supported module firmware against switch and module compatibility guidance” addresses transceiver firmware compatibility was excluded from media commissioning, but the current hardware or infrastructure issue is paired module firmware or feature negotiation is inconsistent. The option “align both endpoints to qualified optics and module firmware revisions” is more directly tied to the required outcome.
D:
“query supported switch or management module diagnostics for optics firmware identifiers” addresses component-level transceiver inventory was not collected, but the current hardware or infrastructure issue is paired module firmware or feature negotiation is inconsistent. The option “align both endpoints to qualified optics and module firmware revisions” is more directly tied to the required outcome.
Question 508
An engineer claims the change 'align both endpoints to qualified optics and module firmware revisions' restored readiness. Which measurable test result would substantiate that claim?
link operates at approved rate without growing pre-FEC anomalies
approved module is installed and passes version and signal verification
switch inventory reports a qualified module firmware with healthy optical link
repeated full-rate traffic tests show stable link and acceptable error counters
Explanation
Correct Answer
D:
Correct. The test directly checks whether paired module firmware or feature negotiation is inconsistent has been remediated. That result supports operational acceptance rather than only configuration presence.
Incorrect Answers
A:
“link operates at approved rate without growing pre-FEC anomalies” addresses module revision differences can affect signal interoperability, but the current hardware or infrastructure issue is paired module firmware or feature negotiation is inconsistent. The option “repeated full-rate traffic tests show stable link and acceptable error counters” is more directly tied to the required outcome.
B:
“approved module is installed and passes version and signal verification” addresses unsupported module update has no defensible compatibility or recovery assurance, but the current hardware or infrastructure issue is paired module firmware or feature negotiation is inconsistent. The option “repeated full-rate traffic tests show stable link and acceptable error counters” is more directly tied to the required outcome.
C:
“switch inventory reports a qualified module firmware with healthy optical link” addresses transceiver firmware compatibility was excluded from media commissioning, but the current hardware or infrastructure issue is paired module firmware or feature negotiation is inconsistent. The option “repeated full-rate traffic tests show stable link and acceptable error counters” is more directly tied to the required outcome.
Question 509
A validation report notes: a technician copies a network switch OS image onto a programmable optical module in place of its supported firmware process. What is the MOST defensible next action?
verify supported module firmware against switch and module compatibility guidance
correlate transceiver serial part firmware and physical port in the record
align both endpoints to qualified optics and module firmware revisions
use the vendor-supported transceiver-specific inventory and upgrade workflow
Explanation
Correct Answer
D:
Correct. The incident follows from switch software and transceiver firmware update mechanisms were conflated. This action changes the failing dependency, with optical firmware reports the intended supported revision without module faults as a measurable success criterion.
Incorrect Answers
A:
“verify supported module firmware against switch and module compatibility guidance” addresses transceiver firmware compatibility was excluded from media commissioning, but the current hardware or infrastructure issue is switch software and transceiver firmware update mechanisms were conflated. The option “use the vendor-supported transceiver-specific inventory and upgrade workflow” is more directly tied to the required outcome.
B:
“correlate transceiver serial part firmware and physical port in the record” addresses change evidence cannot be linked to the actual installed optics, but the current hardware or infrastructure issue is switch software and transceiver firmware update mechanisms were conflated. The option “use the vendor-supported transceiver-specific inventory and upgrade workflow” is more directly tied to the required outcome.
C:
Useful for paired module firmware or feature negotiation is inconsistent, but it does not remove the specific condition: switch software and transceiver firmware update mechanisms were conflated.
Question 510
The site has performed 'use the vendor-supported transceiver-specific inventory and upgrade workflow'. Which direct result is needed to close this issue rather than merely check a configuration?
switch inventory reports a qualified module firmware with healthy optical link
exported inventory contains firmware revision and module serial for each expected optical port
optical firmware reports the intended supported revision without module faults
live module IDs match the signed maintenance manifest and expected location
Explanation
Correct Answer
C:
Correct. This result validates the change in service conditions and is the closest evidence that switch software and transceiver firmware update mechanisms were conflated is no longer causing the issue.
Incorrect Answers
A:
“switch inventory reports a qualified module firmware with healthy optical link” addresses transceiver firmware compatibility was excluded from media commissioning, but the current hardware or infrastructure issue is switch software and transceiver firmware update mechanisms were conflated. The option “optical firmware reports the intended supported revision without module faults” is more directly tied to the required outcome.
B:
“exported inventory contains firmware revision and module serial for each expected optical port” addresses component-level transceiver inventory was not collected, but the current hardware or infrastructure issue is switch software and transceiver firmware update mechanisms were conflated. The option “optical firmware reports the intended supported revision without module faults” is more directly tied to the required outcome.
D:
“live module IDs match the signed maintenance manifest and expected location” addresses change evidence cannot be linked to the actual installed optics, but the current hardware or infrastructure issue is switch software and transceiver firmware update mechanisms were conflated. The option “optical firmware reports the intended supported revision without module faults” is more directly tied to the required outcome.
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NVIDIA NCP-AII Practice Test Questions, NVIDIA NCP-AII Exam Practice Test Questions
Looking to pass your tests the first time. You can study with NVIDIA NCP-AII certification practice test questions and answers, study guide, training courses. With Exam-Labs VCE files you can prepare with NVIDIA NCP-AII NCP-AI Infrastructure exam practice test questions and answers. The most complete solution for passing with NVIDIA certification NCP-AII exam practice test questions and answers, study guide, training course.
NCP-AII: NVIDIA AI Infrastructure Professional
NCP-AII is NVIDIA’s professional certification for deploying, configuring, and validating advanced AI infrastructure. The current exam is remotely proctored, lasts 120 minutes, and lists roughly 70–75 questions. NVIDIA recommends two to three years of operational data-center experience with NVIDIA hardware solutions, which is a useful indicator of the expected depth: this is a deployment credential for practitioners, not an introduction to GPU terminology.
The blueprint is heavily weighted toward hands-on infrastructure outcomes. System and Server Bring-up accounts for 31 percent, Physical Layer Management 5 percent, Control Plane Installation and Configuration 19 percent, and Cluster Test and Verification 33 percent, with the remaining objectives focused on troubleshooting and related operational tasks. Candidates need to understand how an AI platform is assembled, proven healthy, and made ready for workloads.
The natural foundation is NCA-AIIO, which explains the broader AI infrastructure model. NCP-AII then goes deeper into implementation. It is complementary to NCP-AIN for the network fabric and NCP-AIO for ongoing cluster operations.
Professional-level infrastructure work starts with controlled server bring-up
The largest implementation domain begins before an operating system is useful. Candidates need to understand deployment sequencing, BMC and out-of-band management, TPM-related setup, firmware, fault detection, power and cooling validation, GPU installation, cable and transceiver checks, and the initial proof that hardware behaves as expected. Each step is a dependency for the next one.
The important habit is to treat bring-up as a validation process rather than an installation checklist. A server that powers on may still have the wrong firmware, an unhealthy accelerator, a cabling problem, or a thermal condition that appears only under load. Professional engineers establish a known baseline before adding cluster software so later failures can be traced to the correct layer.
Bring-up also has a documentation dimension. Serial numbers, component inventory, firmware baselines, cable maps, management addresses, and test results should be captured as the system is built. That record becomes the reference for warranty work, replacement hardware, future expansion, and incident comparison. In a large cluster, undocumented differences between nodes can become operational debt very quickly.
AI factory topology makes physical connectivity part of system design
NVIDIA’s blueprint expects candidates to understand network topologies for AI factories and to validate the physical links that support them. Accelerator clusters depend on predictable east-west communication, and small cabling or transceiver errors can produce large performance effects when collective operations span many nodes.
The networking concepts in Ethernet switching are still relevant, but an AI fabric also introduces high-speed interconnect choices, rail-oriented layouts, RDMA behavior, and strict performance expectations. NCP-AII candidates do not need to replace a specialist network engineer, yet they must know enough to verify that the infrastructure handed to the cluster is suitable.
Control-plane installation creates the software environment that makes hardware usable
The control-plane domain includes installing Base Command Manager, configuring high availability, installing operating systems, building the cluster, configuring interfaces, and installing components such as Slurm, Enroot, Pyxis, GPU drivers, DOCA drivers, the NVIDIA Container Toolkit, and NGC tooling. The challenge is the dependency graph among those components.
Version compatibility is critical. Drivers, firmware, container runtimes, orchestration tools, and workload libraries can all constrain one another. A professional candidate should understand how to consult support matrices, stage an update, validate the result, and avoid creating a cluster where each component is individually installed but the whole stack is unsupported.
Base Command Manager and related control-plane tooling should be understood in terms of function rather than screen location. Candidates need to know how node categories, images, interfaces, provisioning, software distribution, and high-availability controls contribute to consistent cluster state. If one node differs from its peers, the engineer should be able to determine whether the drift came from provisioning, a failed update, or a deliberate exception.
Containers and schedulers connect infrastructure to real AI workloads
Modern AI environments commonly use containers to package software and schedulers to allocate scarce accelerator resources. The exam includes using NVIDIA GPUs with Docker and preparing cluster components such as Slurm and container integrations. Candidates should understand why containers improve reproducibility while still depending on the host driver, runtime configuration, device exposure, networking, and storage.
The broader distinction between containers and virtualized environments helps frame the design choices. A container is not a hardware abstraction that removes every host dependency. For GPU workloads, the relationship among the host, driver, runtime, image, and scheduler has to remain visible during troubleshooting.
Schedulers also expose infrastructure policy. Slurm partitions, resource requests, priorities, and job placement influence which workloads reach which accelerators. Even when NCP-AII is focused on deployment, the engineer must verify that the installed scheduler can see the hardware correctly and that a representative workload can be placed and executed without hidden device or topology problems.
Cluster verification is a performance proof, not a green status light
NVIDIA assigns 33 percent of the blueprint to cluster test and verification. Objectives include single-node stress tests, HPL, NCCL, signal-quality checks, firmware confirmation on switches and BlueField components, ClusterKit assessments, fabric-bandwidth verification, and burn-in testing. This reflects a fundamental services principle: a cluster is not ready merely because it formed successfully.
Candidates should understand what each test proves. HPL stresses floating-point compute and broader system behavior, while NCCL exercises GPU communication paths and can reveal fabric or topology problems. A signal-quality or cable test answers a different question from a software health check. The professional skill is selecting the right test for the failure hypothesis and interpreting the result in context.
Burn-in should be planned so that it stresses the system without obscuring the cause of a failure. Running every possible test simultaneously may produce impressive load while making diagnosis difficult. A better validation sequence establishes single-node health, then intra-node GPU communication, then inter-node fabric behavior, and finally sustained cluster-scale tests. The sequence narrows the point at which a defect appears.
Acceptance testing should also compare the assembled cluster with a declared baseline. The point is not merely to produce one fast benchmark run; it is to prove that nodes behave consistently enough to enter service. Outliers in GPU health, interconnect throughput, thermals, firmware, or storage access deserve investigation even when the aggregate result looks acceptable. A professional handoff should therefore include expected ranges, failed or deferred tests, remediation notes, and a clear statement of which evidence demonstrates that the infrastructure is ready for production workloads.
Power, cooling, and hardware validation remain relevant under sustained load
AI systems can pass an idle inspection and fail during sustained work if power delivery, thermal headroom, or cooling is inadequate. The bring-up objectives therefore include validating facility parameters before burn-in. Candidates should be able to explain why load testing belongs after physical and firmware checks and before declaring the system production-ready.
This is where general data-center design becomes operational. Rack power, airflow, cooling strategy, service clearances, and monitoring all influence the reliability of expensive accelerator systems. Infrastructure teams need a common language with facilities teams because neither side can validate the deployment alone.
Troubleshooting should preserve evidence across hardware and software layers
Professional AI infrastructure failures rarely announce which layer is responsible. A workload error can originate in a GPU, transceiver, switch, firmware mismatch, driver, container runtime, scheduler, storage system, or application. NCP-AII preparation should therefore practice evidence collection from the lowest physical layer through the control plane before making changes.
A disciplined process begins with scope and recent change. Compare affected and healthy nodes, inspect hardware telemetry, verify versions, test the fabric, reproduce the failure with a known workload, and make one controlled correction. If the problem is escalated, the collected evidence should allow another engineer to continue from the same point rather than restart diagnosis.
Storage deserves explicit attention because training and validation tools can themselves create heavy I/O. If compute and fabric tests pass but workloads stall while loading datasets or writing checkpoints, the storage path may be the limiting layer. Candidates should know how to distinguish a compute-bound test from an I/O-bound workload before concluding that the GPUs or network are underperforming.
A useful isolation technique is to change one dimension at a time. If the same workload fails only on one node, compare that node with a healthy peer before changing cluster-wide configuration. If several nodes fail across the same fabric path, shift attention toward switching, cabling, transceivers, or collective-communication behavior. If failures begin immediately after a driver or image change, test the version boundary before replacing hardware. This controlled comparison prevents expensive component swaps from becoming substitutes for diagnosis and makes the final root-cause record defensible.
Study should culminate in a documented build-and-validate runbook
A good NCP-AII lab starts with a blank or reset environment and ends with a cluster that has passed defined acceptance tests. Record BMC settings, firmware, network interfaces, driver versions, container runtime, scheduler configuration, and validation results. Then deliberately break one dependency and demonstrate that the runbook helps locate the problem.
Use NVIDIA documentation and the current exam blueprint as the authority for supported procedures. The strongest preparation does not merely memorize the names of HPL, NCCL, BCM, or NGC; it explains why each belongs in the deployment lifecycle, what evidence it produces, and what decision an engineer can make from that evidence.
For final review, walk through the build in dependency order and state the acceptance criterion for each layer. If you cannot say what “good” looks like for firmware, cabling, drivers, fabric, scheduler, and stress testing, the corresponding section deserves another lab pass.
Candidates should also rehearse the handoff from commissioning to operations: what monitoring remains active, which baselines are retained, how configuration drift is detected, and what evidence an operations team needs when a node later departs from the accepted state.
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