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[Hardware] AT-510 Visual Cert Exam | AT-510 Valuable Feedback

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【Hardware】 AT-510 Visual Cert Exam | AT-510 Valuable Feedback

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AI CERTs AI+ NetworkExamination Sample Questions (Q41-Q46):NEW QUESTION # 41
(Scenario: A smart city project integrates IoT-enabled traffic sensors, public safety cameras, and real-time weather monitors. However, the network experiences high latency during peak hours, causing delays in traffic light adjustments and emergency alerts. The city requires a solution to prioritize critical data and ensure smooth operations during high-demand periods.
Question: Which AI-driven approach best addresses this challenge?)
  • A. Deploying static network slices to reduce overall data processing load.
  • B. Traffic prioritization and real-time routing optimization using AI models.
  • C. Manual reconfiguration of network routers to handle peak-hour loads.
  • D. Segregating IoT devices into isolated networks for improved security.
Answer: B
Explanation:
AI-driven traffic prioritization and real-time routing optimization is the most effective approach for addressing latency challenges in smart city networks. AI+ Network documentation explains that AI models can analyze live traffic conditions, application criticality, and network congestion to dynamically prioritize essential data flows.
In smart city environments, emergency alerts and traffic control systems require ultra-low latency and high reliability. AI ensures these data streams are prioritized over non-critical traffic during peak hours. Unlike static slicing or manual reconfiguration, AI-driven optimization adapts instantly to changing conditions.
AI+ Network frameworks emphasize intelligent routing and dynamic QoS enforcement as essential for large- scale IoT deployments and real-time urban infrastructure.

NEW QUESTION # 42
(Which scenario best exemplifies SDN's programmability in cloud networks?)
  • A. Managing network devices with proprietary APIs.
  • B. Automating legacy hardware configurations.
  • C. Deploying additional physical servers to improve capacity.
  • D. Defining traffic flows using a centralized controller.
Answer: D
Explanation:
Software-Defined Networking (SDN) programmability is best exemplified by defining traffic flows through a centralized controller. AI+ Network documentation explains that SDN separates the control plane from the data plane, allowing centralized controllers to programmatically define how traffic is handled across the network.
In cloud environments, this programmability enables administrators to dynamically control routing, segmentation, quality of service, and security policies using software rather than manual device-by-device configuration. Centralized controllers provide a global view of the network, allowing consistent and automated policy enforcement.
Adding physical servers addresses capacity but not network programmability. Proprietary APIs reduce interoperability, which contradicts SDN's vendor-agnostic goals. Automating legacy hardware may improve efficiency but does not demonstrate SDN's core principle of centralized, software-driven control. AI+ Network frameworks consistently identify centralized traffic flow definition as the clearest example of SDN programmability.

NEW QUESTION # 43
(Which platform is best for handling traffic surges and maintaining application availability across multi-cloud environments?)
  • A. AI Engine
  • B. OpenStack
  • C. Kubernetes
  • D. Ansible
Answer: C
Explanation:
Kubernetes is the most suitable platform for handling traffic surges and maintaining high application availability across multi-cloud environments. According to AI+ Network architecture principles, Kubernetes is designed as a cloud-native orchestration platform that automates container deployment, scaling, and management across distributed infrastructures. One of its core strengths ishorizontal auto-scaling, which dynamically increases or decreases application pods based on real-time metrics such as CPU utilization, memory usage, or custom telemetry. This makes Kubernetes highly effective during sudden traffic spikes.
In multi-cloud environments, Kubernetes provides a consistent control plane abstraction across different cloud providers, enabling workload portability and resilience. AI+ Network documentation emphasizes Kubernetes' support forself-healing, where failed containers are automatically restarted or rescheduled without manual intervention, ensuring continuous application availability. Additionally, Kubernetes integrates seamlessly with cloud-native load balancers and service meshes, allowing intelligent traffic distribution and failover across regions and providers.
Compared to OpenStack, which focuses on infrastructure provisioning, or Ansible, which is primarily a configuration automation tool, Kubernetes directly manages application runtime behavior at scale. AI Engines, while valuable for analytics, do not provide orchestration capabilities. Therefore, Kubernetes stands out as the optimal platform for maintaining performance, scalability, and availability in modern, AI-driven, multi-cloud network architectures.

NEW QUESTION # 44
(What does a Local Area Network (LAN) typically connect?)
  • A. Devices within a large city for resource sharing.
  • B. Devices across multiple countries for global access.
  • C. Devices within a short range such as a personal area.
  • D. Devices within a limited area such as an office.
Answer: D
Explanation:
A Local Area Network (LAN) typically connects devices within a limited geographic area such as an office, building, or campus. AI+ Network foundational networking materials define a LAN as a high-speed network designed for local communication, enabling users to share resources such as files, printers, applications, and internet access.
LANs operate using technologies like Ethernet and Wi-Fi and are characterized by low latency, high bandwidth, and centralized administration. They differ from Metropolitan Area Networks (MANs), Wide Area Networks (WANs), and Personal Area Networks (PANs), each of which serves a different geographic scope.
LANs form the core of enterprise internal networks and are often integrated with larger networks through routers and firewalls. AI+ Network training consistently highlights LANs as the first layer of organizational network architecture.

NEW QUESTION # 45
(Scenario: A large financial institution needs to enforce configuration compliance across all network devices to adhere to strict regulatory standards.
Question: Which tool would best support automated compliance and auditing?)
  • A. Kubernetes, designed for container orchestration rather than compliance.
  • B. Puppet, with its automated policy enforcement capabilities.
  • C. Ansible, using its YAML-based playbooks for manual configurations.
  • D. OpenStack, which focuses on virtual resource management instead of compliance.
Answer: B
Explanation:
Puppet is the most suitable tool for enforcing automated configuration compliance and auditing across large network infrastructures. AI+ Network automation documentation highlights Puppet's strength inpolicy-based configuration management, where desired system states are continuously enforced across devices.
Puppet automatically detects configuration drift and remediates deviations to ensure compliance with regulatory and security standards. It also provides detailed reporting and auditing capabilities, making it ideal for financial institutions subject to strict compliance requirements.
While Ansible is excellent for automation, it is typically execution-driven rather than continuously enforcing compliance. Kubernetes and OpenStack serve different purposes unrelated to compliance enforcement. AI+ Network materials consistently position Puppet as a leading solution for compliance, governance, and large- scale configuration auditing.

NEW QUESTION # 46
......
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