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| Section | Objectives |
|---|
| Data Center AI Infrastructure Fundamentals | - AI/ML workload requirements in data centers
- 1. Data pipeline and workload characteristics
- 2. Compute, GPU, and acceleration concepts
|
| Security and Governance in AI Data Centers | - Infrastructure security
- 1. Network segmentation and policy enforcement
- 2. Secure access to AI workloads
|
| AI Infrastructure Deployment and Operations | - Operations and lifecycle management
- 1. Monitoring and observability
- 2. Performance tuning and optimization
- Deployment models
- 1. On-premises AI clusters
- 2. Hybrid AI infrastructure integration
|
| Compute and Storage for AI Infrastructure | - Compute architecture
- 1. HPC-style scaling considerations
- 2. GPU-based compute nodes
- Storage systems
- 1. High-throughput storage for AI training data
- 2. Distributed storage concepts
|
| Data Center Networking for AI Workloads | - Cisco Data Center networking technologies
- 1. Cisco ACI integration concepts
- 2. Cisco Nexus platform concepts
- High-performance fabric design
- 1. Low-latency switching and routing considerations
- 2. Leaf-spine architecture in AI environments
|
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Cisco Implementing Cisco Data Center AI Infrastructure Sample Questions (Q46-Q51):
NEW QUESTION # 46
A financial company plans to deploy an AI training and inference infrastructure to support its customers. The team must use a solution that provides 96 GPUs, aligns with NVIDIA-compliant reference architectures, and enables cloud-based management of the entire on-premises network environment. Which Cisco solution meets the requirements?
- A. Cisco HyperFabric AI Medium AI Cluster with Cisco 6000 switches and AI servers on premises
- B. Cisco Nexus Dashboard deployed in AWS or Azure with Nexus 9000 switches and AI servers on premises
- C. Cisco HyperFabric AI Small AI Cluster with Cisco 6000 switches and AI servers on premises
- D. Cisco Intersight AI fabric with Nexus 9000 switches and AI servers on premises
Answer: C
Explanation:
Cisco HyperFabric AI Small AI Cluster matches the 96-GPU requirement because the validated HyperFabric reference architecture uses 12 Cisco UCS C885A M8 servers with NVIDIA HGX for a total of 96 GPUs. Cisco Nexus HyperFabric is also cloud-managed and compliant with NVIDIA Enterprise Reference Architecture, enabling centralized management of the on-premises AI network, GPU servers, and storage.
NEW QUESTION # 47
Refer to the exhibit. Users report delayed response times and network latency when running certain AI workloads on a specific Cisco UCS Intersight Managed Mode Domain. Based on the fault message and reported symptoms, which troubleshooting action must be taken first to address the network latency issues?

- A. Review the AI workload configuration to optimize resource allocation (CPU, memory, GPU) for the affected applications.
- B. Check the physical cabling and SFP+ transceivers on port 11 of switch B for potential hardware failures or incorrect configurations.
- C. Examine the UCS fabric interconnect configuration for port-channel 11 on Fabric Interconnect B.
- D. Review the pause frame counters for signs of congestion on Fabric Interconnect B Port 11.
Answer: B
Explanation:
The fault shows a receive error statistics threshold crossing on switch B port 11. Because receive errors on a physical interface commonly indicate cabling, transceiver, or physical-layer issues, the first troubleshooting step is to inspect the physical connection and SFP+ components on the affected port before investigating workload or higher-layer configuration.
NEW QUESTION # 48
Which IP-based storage transport supports flow control between directly connected devices?
- A. NVMe/RoCE
- B. NVMe/TCP
- C. iSCSI
- D. Fibre Channel
Answer: A
Explanation:
NVMe/RoCE uses RDMA over Converged Ethernet and relies on lossless Ethernet behavior, including priority-based flow control between directly connected devices. This makes it suitable for high-performance AI storage traffic that needs low latency and minimal packet loss.
NEW QUESTION # 49
A national law firm is deploying a RAG solution for their legal research team to more efficiently use their 50 TB of confidential data and documents when preparing new contracts and briefs.
They decided on a UCS X-Series chassis equipped with four GPUs and six X210c servers. Which storage solution fits this deployment?
- A. tape storage
- B. local storage in a JBOD configuration
- C. IP-based storage array
- D. local storage in a RAID 5 configuration
Answer: C
Explanation:
A RAG deployment with 50 TB of confidential documents requires scalable shared storage that can be accessed by multiple UCS X210c servers. An IP-based storage array provides centralized capacity, shared access, and operational simplicity for storing and retrieving large datasets used by the RAG pipeline.
NEW QUESTION # 50
A Cisco AI cluster requires segmentation between multiple research teams sharing the same physical infrastructure. Which solution provides scalable tenant isolation?
- A. VLAN-only design
- B. Hub-and-spoke WAN
- C. Static NAT
- D. VXLAN overlays
Answer: D
Explanation:
VXLAN overlays provide scalable multi-tenant segmentation using large VNI spaces beyond traditional VLAN limitations. AI infrastructures often support many isolated environments simultaneously. VLAN-only designs have scalability constraints, while WAN topologies and NAT do not provide modern data center tenant segmentation.
NEW QUESTION # 51
......
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