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| Section | Weight | Objectives |
|---|---|---|
| AI Governance and Safety | 20% | - PII masking and data protection - Hallucination mitigation - Responsible AI principles - AI Trust Layer and guardrails - Audit logging and monitoring |
| Agentic Automation Fundamentals | 25% | - Agent loop and ReAct pattern - Agent vs traditional bot differences - LLM and AI fundamentals - Autonomous agent concepts |
| Prompt Engineering | 20% | - Context grounding techniques - Few-shot and chain-of-thought prompting - Structured output design - System and role-based prompts |
| Orchestration and Human-in-the-Loop | 15% | - Action Center and escalation flows - UiPath Maestro orchestration - Mixed agent + RPA workflows - Multi-agent collaboration - Human-in-the-loop design |
| LLM Integration and GenAI Connectors | 20% | - Context windows and token management - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) - Connector configuration and parameters |
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NEW QUESTION # 40
After creating a new machine catalog using the Machine Creation Services (MCS) wizard in Citrix Studio, a Citrix Administrator determines that Windows activation fails for all new machines in that catalog.
Which two conditions can cause this to happen? (Choose two.)
Answer: A,C
Explanation:
Rearm count exceeded: If the base image has been sysprepped too many times, the rearm count may be exhausted, preventing Windows activation on cloned machines.
MAK licensing: MCS-provisioned machines are treated as newly deployed instances. MAK licensing is not suitable for this scenario because each clone would require its own activation, leading to failures.
NEW QUESTION # 41
Which three authentication features require Citrix XML Service trust to be enabled within a Citrix Virtual Apps and Desktops infrastructure? (Choose three.)
Answer: B,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 # 42
Which components should be defined with the Resource Layer? (Choose three.)
Answer: B,F,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 # 43
A Citrix Administrator is creating a Pooled/Random catalog using Machine Creation Services (MCS). Which service on the Citrix Delivery Controller will enable the communication to the Hypervisor?
Answer: D
Explanation:
The Citrix Host Service on the Delivery Controller manages communication with the hypervisor. It enables Machine Creation Services (MCS) to provision, power manage, and update virtual machines in pooled or random catalogs.
NEW QUESTION # 44
Which two resource locations are supported for machines running the Virtual Delivery Agent (VDA) when using the Citrix Virtual Apps and Desktops service? (Choose two.)
Answer: A,C
NEW QUESTION # 45
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