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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt Engineering | 20% | - Few-shot and chain-of-thought prompting - System and role-based prompts - Context grounding techniques - Structured output design |
| Topic 2: AI Governance and Safety | 20% | - Hallucination mitigation - Audit logging and monitoring - Responsible AI principles - PII masking and data protection - AI Trust Layer and guardrails |
| Topic 3: LLM Integration and GenAI Connectors | 20% | - Connector configuration and parameters - Context windows and token management - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) |
| Topic 4: Orchestration and Human-in-the-Loop | 15% | - Multi-agent collaboration - Action Center and escalation flows - Mixed agent + RPA workflows - UiPath Maestro orchestration - Human-in-the-loop design |
| Topic 5: Agentic Automation Fundamentals | 25% | - Autonomous agent concepts - Agent loop and ReAct pattern - LLM and AI fundamentals - Agent vs traditional bot differences |
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NEW QUESTION # 53
A Citrix Administrator is looking to provide apps and desktops to users. Project requirements dictate that management and maintenance should be minimized for the administrator, while still maintain control of the Virtual Delivery Agent (VDA machines). (Choose three.)
Answer: C,D,F
Explanation:
Using public cloud platforms such as AWS, GCP, or Azure with Citrix Cloud services minimizes infrastructure management and maintenance for the administrator, while still providing control over the VDA machines. The cloud provider handles most of the underlying infrastructure, reducing administrative overhead.
NEW QUESTION # 54
Scenario: A Citrix Administrator maintains a Citrix Virtual Apps and Desktops Site with a number of network print servers being used for all users. Currently, the print servers use native Windows drivers. No client printers are being used. New company guidelines require a reduction in the number of native drivers being used within the Site infrastructure. Which step can the administrator take to meet the new company guidelines?
Answer: C
Explanation:
By installing the Citrix Universal Print Server and configuring the Universal printer driver usage policy, print servers can use the Citrix Universal Print Driver instead of multiple native Windows drivers. This reduces the number of drivers in the environment while ensuring centralized network printing remains functional.
NEW QUESTION # 55
Scenario: A Citrix Administrator needs to configure StoreFront to allow external users access to internal resources. The external users will authenticate on StoreFront. Which StoreFront authentication method can the administrator configure?
Answer: D
Explanation:
For external access, authentication is typically performed at Citrix NetScaler (now Citrix ADC).
StoreFront must then be configured with the "Pass-through from NetScaler Gateway" authentication method, allowing StoreFront to accept and trust the authentication performed externally.
NEW QUESTION # 56
What information from the Citrix License Server does a Citrix Administrator need in order to allocate the Citrix Virtual Desktops license file from the Citrix.com account?
Answer: B
NEW QUESTION # 57
Scenario: A Citrix Administrator needs to gather historical reporting statistics from the Virtual Delivery Agent (VDA) machines, as users are reporting latency and overall performance issues within their sessions. The administrator believes these issues are related to high CPU and memory usage. What can the administrator enable to gather this monitoring data from the VDA machines?
Answer: B
Explanation:
Enabling the Resource Monitoring HDX policy allows collection of CPU and memory utilization data from VDA machines. This data is then sent to Citrix Director for historical reporting, helping administrators analyze performance issues such as latency caused by high resource usage.
NEW QUESTION # 58
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