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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt Engineering | 20% | - System and role-based prompts - Few-shot and chain-of-thought prompting - Structured output design - Context grounding techniques |
| Topic 2: Agentic Automation Fundamentals | 25% | - Agent loop and ReAct pattern - LLM and AI fundamentals - Agent vs traditional bot differences - Autonomous agent concepts |
| Topic 3: LLM Integration and GenAI Connectors | 20% | - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Context windows and token management - Connector configuration and parameters |
| Topic 4: Orchestration and Human-in-the-Loop | 15% | - Human-in-the-loop design - Action Center and escalation flows - Mixed agent + RPA workflows - UiPath Maestro orchestration - Multi-agent collaboration |
| Topic 5: AI Governance and Safety | 20% | - Hallucination mitigation - PII masking and data protection - Audit logging and monitoring - Responsible AI principles - AI Trust Layer and guardrails |
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NEW QUESTION # 50
Which three authentication features require Citrix XML Service trust to be enabled within a Citrix Virtual Apps and Desktops infrastructure? (Choose three.)
Answer: A,C,D
Explanation:
Citrix XML Service trust must be enabled when authentication credentials need to be passed securely from StoreFront to the Delivery Controller. This applies to HTTP Basic authentication, pass-through from NetScaler Gateway, and pass-through authentication, all of which rely on trusted XML communication.
NEW QUESTION # 51
A Delivery Group has been created to publish APP_A, APP_B, and APP_C to an AD Group called "HR." There are 10 users in the AD group (HR1-HR10). It was found that a specific user, HR10, should not have access APP_A. What must be done to make sure the HR group can access the applications, but HR10 does not have access to APP_A?
Answer: C
Explanation:
Application visibility controls in Citrix Studio allow administrators to restrict which users or groups can see and launch specific applications. By limiting APP_A's visibility to HR1-HR9, all HR users except HR10 retain access, ensuring the Delivery Group setup remains intact while excluding only the specified user.
NEW QUESTION # 52
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 # 53
Which command must a Citrix Administrator run on the Citrix Director machine to integrate the NetScaler Console appliance with Citrix Director?
Answer: A
Explanation:
To integrate the NetScaler (Citrix ADC) Console with Citrix Director, the administrator must run the command DirectorConfig.exe /confignetscaler on the Director machine. This enables Director to display NetScaler Gateway and HDX Insight data.
NEW QUESTION # 54
A Virtual Delivery Agent (VDA) is unable to register with the Delivery Controller.
Which three factors could be causing this issue? (Choose three.)
Answer: A,D,E
Explanation:
Improperly configured firewalls can block communication between the VDA and Delivery Controller.
Time differences greater than 5 minutes between the VDA and Domain Controller can prevent Kerberos authentication, leading to registration failure.
The Citrix ICA service (BrokerAgent) must be running for the VDA to register; if stopped, registration will fail.
NEW QUESTION # 55
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