To comply with the security mandate, the architect must design a process to prevent client PII from the portfolio database from ever being included in the context sent to the LLM. Which two actions are required to build a robust and automated solution for this? (Choose 2.)

• A. Implement a data preparation step in the RAG pipeline that programmatically masks or excludes any data fields tagged as PII before the context is constructed.
• B. Fine-tune the LLM on a sanitized dataset to teach it to ignore PII.
• C. Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
• D. Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.
• E. Move the entire client portfolio database to an encrypted, air-gapped system.

A research lab uses a fleet of autonomous drones to collect high-resolution aerial imagery for agricultural analysis. The drones land at a remote edge location and offload their data. The AI models for image analysis are trained at a central data center. The team is using NetApp SnapMirror to replicate the data from the edge to the core. However, the data scientists are complaining that the datasets arriving at the data center are often incomplete or corrupted.
An administrator reviews the SnapMirror configuration and status via the BlueXP API:
{
"source": { "workingEnvironmentId": "OnPrem-Edge-Filer-1", "volumeName": "drone_data_raw" },
"destination": { "workingEnvironmentId": "Core-Datacenter-A800", "volumeName":
"drone_data_replicated" },
"mirrorState": "broken-off",
"relationshipStatus": "idle",
"unhealthyReason": "Transfer failed. Destination volume is out of space.", "lastTransferInfo": {
"transferError": "No space left on device"
}
}
What is the direct cause of the incomplete datasets at the data center?

• A. The source volume at the edge location has become corrupted.
• B. The SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.
• C. The network connection between the edge and the core is unreliable.
• D. The BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.

What is the primary role of NetApp Trident in a Kubernetes environment designed for AI workloads?

• A. To function as a container runtime interface for executing AI models.
• B. To provide a web-based IDE, like Jupyter, for data scientists to develop models.
• C. To act as a dynamic storage orchestrator, provisioning persistent storage from NetApp backends on- demand for containerized applications.
• D. To directly accelerate GPU computations using specialized drivers.

A security administrator is reviewing the configuration of a production ONTAP cluster after a compliance audit. The audit requires that all volumes containing financial data must be protected against ransomware. The administrator runs a command to check the status of Autonomous Ransomware Protection (ARP) on a critical volume.
The command and its output are as follows:
cluster-1::> security ransomware anti-ransomware show -vserver svm_finance -volume finance_q1_data Vserver: svm_finance Volume: finance_q1_data Autonomous Ransomware Protection Status: disabled Learning Mode: normal Dry Run Mode: false Action on Detection: notify Based on this output, what is the primary security risk for the 'finance_q1_data' volume?

• A. The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.
• B. The action on detection is set only to "notify," which will not block the attack.
• C. The volume is not part of any Snapshot schedule.
• D. The learning mode is set to "normal," which may not detect zero-day attacks.

A team has deployed a Retrieval-Augmented Generation (RAG) system to answer customer queries. Recently, users have complained that the answers provided by the chatbot are outdated and do not reflect the latest product updates. An architect investigates and finds the following status log from the RAG pipeline's data ingestion monitor.
Timestamp: 2025-07-11T14:00:00Z
System: RAG Pipeline Monitor
Status: WARNING
Message: Vector DB freshness check failed.
Source data appears stale.
Vector_DB_Last_Update: 2025-06-10T08:00:00Z
Knowledge_Base_Last_Modified: 2025-07-11T13:15:00Z
Data_Sync_Service: BlueXP copy and sync
Sync_Job_Status: Succeeded
Based on the log, what is the most likely cause of the outdated answers?

• A. The knowledge base itself has not been updated with the latest product information.
• B. The LLM needs to be fine-tuned with the new product information.
• C. The process that converts staged documents into vectors and updates the vector database is not running.
• D. The BlueXP copy and sync service is failing to copy data to the staging area.