Last Updated: Aug 09, 2026
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| Section | Weight | Objectives |
|---|---|---|
| LLM Integration and GenAI Connectors | 20% | - Context windows and token management - Connector configuration and parameters - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) |
| Agentic Automation Fundamentals | 25% | - Autonomous agent concepts - LLM and AI fundamentals - Agent loop and ReAct pattern - Agent vs traditional bot differences |
| Prompt Engineering | 20% | - Few-shot and chain-of-thought prompting - Context grounding techniques - System and role-based prompts - Structured output design |
| Orchestration and Human-in-the-Loop | 15% | - Action Center and escalation flows - Mixed agent + RPA workflows - UiPath Maestro orchestration - Multi-agent collaboration - Human-in-the-loop design |
| AI Governance and Safety | 20% | - Audit logging and monitoring - PII masking and data protection - Responsible AI principles - Hallucination mitigation - AI Trust Layer and guardrails |
1. A Virtual Delivery Agent (VDA) is unable to register with the Delivery Controller.
Which three factors could be causing this issue? (Choose three.)
A) Citrix ICA service NOT running
B) Incorrectly configured Citrix policy in Active Directory
C) Time differences between VDA-enabled machines and the Domain Controller
D) Improperly configured firewalls
E) Incorrectly configured reverse DNS lookups in a forest
2. Scenario: A Citrix Administrator previously configured a Citrix Virtual Desktops Site to use evaluation licenses. The administrator then installed valid advanced licenses on the Citrix License Server and confirmed that licenses show correctly in the licensing console. However, a user reports an issue about logging on to the published desktop. The user receives an error message stating that the evaluation license is about to expire. What should the administrator do to fix this issue?
A) Remove the evaluation license.
B) Verify the host name entry in the license file.
C) Change the product edition in Citrix Studio.
D) Restart the License service.
3. 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 PowerShell to enable Autoscale
B) Use Citrix Web Studio instead of Citrix Studio
C) Enable Autoscale using a Citrix Policy
D) Enable Autoscale using a GPO
4. Which layer contains the Site database in a Citrix Virtual Apps and Desktops Architecture model?
A) User
B) Resource
C) Control
D) Access
5. When the Local Host Cache (LHC) is enabled, during a Site database outage __________ will reference _______ to broker new sessions. (Choose the correct option to complete the sentence.)
A) all Delivery Controllers; their local database
B) the principal Delivery Controller; its local database
C) the principal Delivery Controller; its local XML file
D) all Delivery Controllers; their local XML file
Solutions:
| Question # 1 Answer: A,C,D | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: A |
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