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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: LLM Integration and GenAI Connectors | 20% | - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Connector configuration and parameters - Context windows and token management |
| Topic 3: Orchestration and Human-in-the-Loop | 15% | - Multi-agent collaboration - UiPath Maestro orchestration - Mixed agent + RPA workflows - Action Center and escalation flows - Human-in-the-loop design |
| Topic 4: AI Governance and Safety | 20% | - PII masking and data protection - Audit logging and monitoring - Hallucination mitigation - AI Trust Layer and guardrails - Responsible AI principles |
| Topic 5: Agentic Automation Fundamentals | 25% | - LLM and AI fundamentals - Agent vs traditional bot differences - Autonomous agent concepts - Agent loop and ReAct pattern |
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NEW QUESTION # 38
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: C
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 # 39
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?
Answer: A
Explanation:
Autoscale management is only available through Citrix Web Studio, not the traditional Citrix Studio console. To enable and configure Autoscale with a GUI, the administrator must use Web Studio.
NEW QUESTION # 40
When a user creates a print job from a VDA-mapped network printer, how is the print job routed?
Answer: C
Explanation:
When using a VDA-mapped network printer, the print job is processed on the VDA and sent directly to the network print server, which then forwards it to the physical printer. This avoids unnecessary routing through the client endpoint and ensures efficient printing.
NEW QUESTION # 41
Scenario: A Citrix Administrator is investigating an issue in which a user's session does NOT successfully end after closing the last published application. The administrator used Task Manager to inspect the hanging session but could NOT find any relevant information. Which tool could the administrator use to get further details on orphaned processes in the session?
Answer: B
Explanation:
Process Explorer provides detailed insight into running processes, their parent-child relationships, and resource usage. It is the best tool to identify orphaned processes that prevent a Citrix session from ending after the last application is closed.
NEW QUESTION # 42
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: A,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 # 43
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