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| Section | Weight | Objectives |
|---|---|---|
| Prompt Engineering | 20% | - Few-shot and chain-of-thought prompting - System and role-based prompts - Structured output design - Context grounding techniques |
| AI Governance and Safety | 20% | - PII masking and data protection - Hallucination mitigation - Audit logging and monitoring - Responsible AI principles - AI Trust Layer and guardrails |
| LLM Integration and GenAI Connectors | 20% | - Context windows and token management - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Connector configuration and parameters |
| Orchestration and Human-in-the-Loop | 15% | - Action Center and escalation flows - Multi-agent collaboration - Human-in-the-loop design - UiPath Maestro orchestration - Mixed agent + RPA workflows |
| Agentic Automation Fundamentals | 25% | - Autonomous agent concepts - Agent vs traditional bot differences - LLM and AI fundamentals - Agent loop and ReAct pattern |
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NEW QUESTION # 35
A Citrix Administrator wishes to deploy catalogs of machines using Machine Creation Services.
Which two things must be configured and setup to accomplish this? (Choose two.)
Answer: C,D
Explanation:
To deploy machine catalogs with Machine Creation Services (MCS), a hosting connection (to the hypervisor or cloud environment) must be configured to provide resources, and a Delivery Controller must be available to manage provisioning and brokering of the machines.
NEW QUESTION # 36
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?
Answer: D
Explanation:
Active Write Back ensures that changes made during the session, such as saving files to the desktop, are written back to the user profile in real time. This prevents data loss if the VDA session crashes unexpectedly.
NEW QUESTION # 37
Scenario: A Citrix Administrator is investigating an instability in the system that is causing the Print Spooler service to stop frequently on the Virtual Delivery Agent (VDA) machine. The administrator finds printer driver conflicts in the environment and needs to remove the problem drivers while still maintaining printing functionality. Which policy setting can the administrator use to resolve this issue on the VDA machine?
Answer: B
Explanation:
By enabling the "Use universal printing only" policy, the VDA will rely exclusively on the Citrix Universal Print Driver instead of loading multiple printer model-specific drivers. This resolves driver conflicts, stabilizes the Print Spooler service, and maintains printing functionality.
NEW QUESTION # 38
By default, what is the printing behavior when no printing policy is configured?
Answer: C
NEW QUESTION # 39
A user calls the help desk and states that launching a pooled random desktop takes as long as five minutes. Which Citrix Director report can a Citrix Administrator review to find out what might be causing the delay?
Answer: D
Explanation:
The Logon Performance report in Citrix Director breaks down the different phases of the logon process, such as authentication, profile loading, and group policy processing. Reviewing this report helps the administrator identify which phase is causing the long desktop launch times.
NEW QUESTION # 40
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