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| Section | Weight | Objectives |
|---|---|---|
| LLM Integration and GenAI Connectors | 20% | - Context windows and token management - Connector configuration and parameters - Supported LLM providers (OpenAI, Azure OpenAI, Anthropic) |
| AI Governance and Safety | 20% | - AI Trust Layer and guardrails - Hallucination mitigation - Responsible AI principles - Audit logging and monitoring - PII masking and data protection |
| Agentic Automation Fundamentals | 25% | - Autonomous agent concepts - LLM and AI fundamentals - Agent vs traditional bot differences - Agent loop and ReAct pattern |
| Prompt Engineering | 20% | - System and role-based prompts - Few-shot and chain-of-thought prompting - Context grounding techniques - Structured output design |
| Orchestration and Human-in-the-Loop | 15% | - Multi-agent collaboration - Action Center and escalation flows - Mixed agent + RPA workflows - Human-in-the-loop design - UiPath Maestro orchestration |
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NEW QUESTION # 59
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: A
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 # 60
Scenario: A Citrix Administrator previously configured a Citrix Virtual Desktops Site to use evaluation licenses. The administrator then installed valid advanced licenses on the Citrix License Server and confirmed that licenses show correctly in the licensing console. However, a user reports an issue about logging on to the published desktop. The user receives an error message stating that the evaluation license is about to expire. What should the administrator do to fix this issue?
Answer: D
Explanation:
After installing valid licenses on the License Server, the Site must be configured in Citrix Studio to use the correct product edition (for example, Advanced, Enterprise, or Premium). If it remains set to "evaluation," users will continue to see the expiration warning. Updating the product edition in Studio resolves the issue.
NEW QUESTION # 61
Scenario: A Citrix Administrator needs to gather historical reporting statistics from the Virtual Delivery Agent (VDA) machines, as users are reporting latency and overall performance issues within their sessions. The administrator believes these issues are related to high CPU and memory usage. What can the administrator enable to gather this monitoring data from the VDA machines?
Answer: D
Explanation:
Enabling the Resource Monitoring HDX policy allows collection of CPU and memory utilization data from VDA machines. This data is then sent to Citrix Director for historical reporting, helping administrators analyze performance issues such as latency caused by high resource usage.
NEW QUESTION # 62
Scenario: A Citrix Administrator maintains a Citrix Virtual Apps and Desktops Site where mandatory profiles are being used for all users. Users need to maintain the different printer property settings that are available for their HDX sessions. The administrator has enabled the HDX Printer properties retention policy for the Site. Which setting could the administrator use for this environment?
Answer: B
Explanation:
In environments using mandatory profiles, changes are discarded at logoff. To preserve user- specific printer property settings, the HDX Printer properties retention policy must be set to
"Saved on the client device only", ensuring the settings persist across sessions.
NEW QUESTION # 63
Which three database high availability features are supported for on-premises deployments of Citrix Virtual Apps and Desktops? (Choose three.)
Answer: C,D,E
Explanation:
Citrix Virtual Apps and Desktops supports Microsoft SQL Server high availability features such as Clustered Instances, Mirroring, and Always On Availability Groups for on-premises deployments.
These ensure database availability and resilience for the Site database.
NEW QUESTION # 64
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