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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prompt Engineering | 20% | - System and role-based prompts - Context grounding techniques - Few-shot and chain-of-thought prompting - Structured output design |
| Topic 2: LLM Integration and GenAI Connectors | 20% | - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Context windows and token management - Connector configuration and parameters |
| Topic 3: Orchestration and Human-in-the-Loop | 15% | - Human-in-the-loop design - Action Center and escalation flows - Mixed agent + RPA workflows - Multi-agent collaboration - UiPath Maestro orchestration |
| Topic 4: Agentic Automation Fundamentals | 25% | - Agent loop and ReAct pattern - Agent vs traditional bot differences - Autonomous agent concepts - LLM and AI fundamentals |
| Topic 5: AI Governance and Safety | 20% | - Responsible AI principles - Audit logging and monitoring - PII masking and data protection - AI Trust Layer and guardrails - Hallucination mitigation |
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NEW QUESTION # 34
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: C
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 # 35
Which disk type will always be created for each virtual machine, when creating new virtual machines using Machine Creation Services (MCS)?
Answer: C
NEW QUESTION # 36
Which Citrix Director view will allow a Citrix Administrator to view data on the current CPU, as well as memory and disk latency for a machine running the Virtual Delivery Agent (VDA)?
Answer: A
Explanation:
The Resource Utilization view in Citrix Director provides real-time data on CPU, memory usage, and disk latency for VDA machines. This allows administrators to monitor system performance and identify resource bottlenecks affecting user sessions.
NEW QUESTION # 37
Scenario: A Citrix Administrator configures the 'Auto connect client drives' user settings to map client drives within the HDX session for all published desktops. The setting is configured in a Baseline Group Policy Object (GPO) and linked to an Organizational Unit (OU) that contains all of the published desktops. When a user launches the desktop, client drives are NOT mapped. What is a possible reason?
Answer: C
Explanation:
User settings in a GPO linked to a machine OU only apply if loopback processing is enabled.
Since the "Auto connect client drives" setting is a user policy but applied at the desktop OU level, loopback processing must be enabled for the policy to take effect within the HDX sessions.
NEW QUESTION # 38
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.)
Answer: B
Explanation:
With Local Host Cache (LHC) enabled, each Delivery Controller maintains a synchronized local copy of the Site database. During a database outage, all Delivery Controllers reference their local database to continue brokering new sessions, ensuring high availability.
NEW QUESTION # 39
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