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| Section | Weight | Objectives |
|---|---|---|
| LLM Integration and GenAI Connectors | 20% | - Connector configuration and parameters - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Context windows and token management |
| AI Governance and Safety | 20% | - AI Trust Layer and guardrails - PII masking and data protection - Responsible AI principles - Hallucination mitigation - Audit logging and monitoring |
| Prompt Engineering | 20% | - Context grounding techniques - Structured output design - System and role-based prompts - Few-shot and chain-of-thought prompting |
| Orchestration and Human-in-the-Loop | 15% | - Human-in-the-loop design - Mixed agent + RPA workflows - Multi-agent collaboration - UiPath Maestro orchestration - Action Center and escalation flows |
| Agentic Automation Fundamentals | 25% | - Agent loop and ReAct pattern - Autonomous agent concepts - LLM and AI fundamentals - Agent vs traditional bot differences |
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NEW QUESTION # 48
A user calls the help desk to report that when launching any application from within their published desktop session, it takes a long time and the overall performance is poor. Which Citrix Director report can a Citrix Administrator use to initiate the investigation of the issue?
Answer: A
Explanation:
The Session Data in Filters report in Citrix Director provides detailed performance metrics for individual user sessions, including logon duration, application launch times, and resource utilization. This report is the best starting point to investigate performance complaints within a published desktop session.
NEW QUESTION # 49
What are two methods of configuring AutoScale to power on machines as needed? (Choose two.)
Answer: B,C
Explanation:
AutoScale can be configured using a schedule-based method, where machines power on/off according to defined time schedules, and a load-based method, where machines are powered on/off dynamically in response to user demand and load conditions. These two methods ensure resource optimization while maintaining user experience.
NEW QUESTION # 50
Which components should be defined with the Resource Layer? (Choose three.)
Answer: A,B,H
Explanation:
The Resource Layer in Citrix Virtual Apps and Desktops defines the components that provide compute and application resources to users. This includes Virtual Delivery Agents (VDAs) that deliver apps and desktops, host connections to the underlying hypervisor or cloud, and images that serve as the basis for machine provisioning.
NEW QUESTION # 51
Scenario: While using Citrix Studio to create a new Delivery Group, a Citrix Administrator does NOT see any machine catalogs listed, but does see an error message. The administrator successfully verified the presence of machine catalogs in the Machine Catalogs node of Citrix Studio. Which issue can cause this to happen?
Answer: B
Explanation:
When creating a Delivery Group, Citrix Studio only displays machine catalogs that contain unassigned machines. If all machines in the catalog are already assigned, the catalog will not appear in the Delivery Group creation wizard, even though it is visible under the Machine Catalogs node.
NEW QUESTION # 52
Scenario: A StoreFront store supports 150 users who have full access to all enterprise resources.
A Citrix Administrator needs to create a new StoreFront store for contractors who will work onsite for two months. The contractors need access to specific resources but will NOT be Active Directory users.
Which option should the administrator select while creating the store for contractors?
Answer: C
NEW QUESTION # 53
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