Last Updated: Aug 19, 2026
No. of Questions: 65 Questions & Answers with Testing Engine
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| Section | Weight | Objectives |
|---|---|---|
| AI Governance and Safety | 20% | - Responsible AI principles - Hallucination mitigation - PII masking and data protection - AI Trust Layer and guardrails - Audit logging and monitoring |
| Prompt Engineering | 20% | - System and role-based prompts - Few-shot and chain-of-thought prompting - Structured output design - Context grounding techniques |
| LLM Integration and GenAI Connectors | 20% | - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Connector configuration and parameters - Context windows and token management |
| Agentic Automation Fundamentals | 25% | - LLM and AI fundamentals - Agent loop and ReAct pattern - Autonomous agent concepts - Agent vs traditional bot differences |
| Orchestration and Human-in-the-Loop | 15% | - Human-in-the-loop design - Mixed agent + RPA workflows - UiPath Maestro orchestration - Multi-agent collaboration - Action Center and escalation flows |
1. According to Citrix leading practices, what is the minimum number of Delivery Controllers required to deploy Citrix Virtual Apps and Desktops for 500 users?
A) 1
B) 3
C) 4
D) 2
2. A Citrix Administrator is tasked with configuring Autoscale in an on-prem Citrix Virtual Apps and Desktops environment. However, when launching Citrix Studio and locating the Delivery Group, the option to Manage Autoscale is missing. What must the administrator do to enable and configure Autoscale using a GUI interface?
A) Use Citrix Web Studio instead of Citrix Studio
B) use PowerShell to enable Autoscale
C) Enable Autoscale using a Citrix Policy
D) Enable Autoscale using a GPO
3. A Citrix Administrator is concerned about the TCP overhead associated with Citrix HDX connections. There are concerns about latency and TCP overhead associated with setting up a connection to Virtual Delivery Agent (VDA) resources. What technology should be deployed to move connections to UDP and improve the quality of the user experience?
A) HDX Adaptive Transport
B) Browser Content Redirection
C) Citrix Optimizer
D) Microsoft Teams Optimization
4. Which disk type will always be created for each virtual machine, when creating new virtual machines using Machine Creation Services (MCS)?
A) Full-clone base disk
B) Differencing (Diff) disk
C) Identity disk
D) Personal vDisk
5. Scenario: A user is working on a document in an HDX session and saves data on the desktop.
The Virtual Delivery Agent (VDA) session abruptly crashes, causing the saved data to be lost.
Which Citrix Profile Management policy can a Citrix Administrator enable to prevent data loss?
A) Delay Cached Profile Deletion
B) Active Write Back
C) Profile Caching
D) Profile Streaming
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: C | Question # 5 Answer: B |
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