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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Orchestration & Human-in-the-Loop | 20% | - Escalations and Action Center - UiPath Maestro and BPMN modeling - Service tasks and agent invocation |
| Topic 2: Governance, Evaluation & Trust | 15% | - Agent performance evaluation - Observability and reliability - Guardrails and responsible AI |
| Topic 3: Context & Knowledge Management | 20% | - Knowledge base integration - Data sources and retrieval methods - Context packages and grounding |
| Topic 4: Agent Design & Development | 25% | - Tools, connections and integration services - Agent Builder in Studio Web - Prompt engineering best practices |
| Topic 5: Agentic Automation Fundamentals | 20% | - AI, LLM and generative AI concepts - Agents vs traditional robots - Core principles of agentic automation |
1. Which of the following best describes how agents handle dynamic environments?
A) Agents adapt to changing conditions by learning.
B) Agents require complete human assistance whenever processes change.
C) Agents fail to execute tasks when information or processes change.
D) Agents rely solely on static rules without contextual learning.
2. What is the primary recommendation for usinghttps://www.google.com/search?q=bpmn.uipath.comto access the Maestro modeling canvas?
A) Always usehttps://www.google.com/search?q=bpmn.uipath.comas the primary tool for modeling processes with full implementation features.
B) Usehttps://www.google.com/search?q=bpmn.uipath.comas a sandbox since the tool does not offer implementation capabilities.
C) Usehttps://www.google.com/search?q=bpmn.uipath.comonly to import predefined process templates from Studio Web.
D) Utilizehttps://www.google.com/search?q=bpmn.uipath.comexclusively for creating agentic processes with implementation capabilities.
3. You are building an agent that classifies incoming emails into one of three categories: Urgent, Normal, or Spam. You want to improve accuracy by using few-shot examples in a structured format. Which approach best supports this goal?
A) Use unlabeled prompts followed by ranked categories:
Classify this. "Need update on report." - [1] Urgent [2] Normal [3] Spam
B) Include three random emails and let the LLM guess the intent.
C) Show one example and leave the label blank for inference.
D) Use examples such as:
Input: "Please address this issue immediately, server is down!" Output: "Urgent"
4. A developer is working on fine-tuning an LLM for generating step-by-step automation guides. After providing a detailed example prompt, they notice inconsistencies in the way the LLM interprets certain technical terms. What could be the reason for this behavior?
A) The LLM does not rely on tokenization for understanding prompts; instead, misinterpretation arises from inadequate pre-programmed definitions of technical terms.
B) The inconsistency is related to the token limit defined for the prompt's length, which affects the LLM's ability to complete a response rather than its understanding of technical terms.
C) The LLM's tokenization process may have split complex technical terms into multiple tokens, causing slight variations in how the model interprets and weights their relationships within the context of the prompt.
D) The LLM's interpretation is solely based on the frequency of terms within the training dataset, rendering technical nuances irrelevant during generation.
5. How does adjusting the "Number of results" setting affect the agent's use of context from indexes?
A) It selects which Orchestrator folder to use, determining the location of stored workflows and deciding which set of predefined rules will apply during data retrieval and processing.
B) It modifies the similarity threshold for chunk retrieval and lowers the number of tokens used.
C) It changes the number of chunks returned, impacting both the size of the grounding payload and the filtering of relevant information.
D) It makes the agent ignore all context completely, resulting in outputs that are entirely disconnected from the indexed data, regardless of its relevance to the query or prompt provided.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: D | Question # 4 Answer: C | Question # 5 Answer: C |
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