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| Section | Weight | Objectives |
|---|---|---|
| Agentic Automation Fundamentals | 20% | - Core principles of agentic automation - AI, LLM and generative AI concepts - Agents vs traditional robots |
| Governance, Evaluation & Trust | 15% | - Agent performance evaluation - Observability and reliability - Guardrails and responsible AI |
| Context & Knowledge Management | 20% | - Data sources and retrieval methods - Context packages and grounding - Knowledge base integration |
| Agent Design & Development | 25% | - Prompt engineering best practices - Agent Builder in Studio Web - Tools, connections and integration services |
| Orchestration & Human-in-the-Loop | 20% | - UiPath Maestro and BPMN modeling - Service tasks and agent invocation - Escalations and Action Center |
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NEW QUESTION # 36
A developer is implementing a few-shot structured prompt for an email classification task. The prompt includes examples of email subjects labeled with their respective classifications, such as "Spam" or "Work." What is the most important aspect to consider when selecting examples for the prompt?
Answer: B
Explanation:
The correct answer isC- the most critical aspect of designing a few-shot prompt in UiPath'sLLM-driven agent frameworkis selecting examples that arediverse,representative, andrelevantto the actual data the agent will encounter in production.
In afew-shot structured prompt, examples are used to demonstrate a pattern the model should follow.
UiPath recommends:
* Usingrealistic examplesfrom actual user inputs or support tickets
* Coveringedge casesor variations in phrasing and tone
* Matching thedesired output structureexactly (e.g., Input: ..., Output: ...) These patterns help the LLMinfer the task correctlyandmaintain consistency, especially when processing unstructured inputs like email subjects.
Option A is incorrect - introducing incorrect labels degrades performance and adds confusion.
B is wrong - the number of examples depends on thetask complexity and token budget. Sometimes 3-5 is ideal.
D undermines task alignment - random examples reduce accuracy and coherence.
UiPath'sPrompt Engineering best practicesprioritizegrounded, contextually rich inputs, particularly when automating classification tasks like spam detection, triage, or intent recognition. High-quality, task-aligned examples lead tomore reliable, human-like agents.
NEW QUESTION # 37
An agent uses Web Search, Slack integration, and a custom process to resolve IT support tickets. The agent must:
* Retrieve relevant troubleshooting steps from the web.
* Notify the user via Slack if a solution is found.
* Escalate unresolved tickets via a custom process.
Which evaluation strategy ensures comprehensive coverage while avoiding redundancy?
Answer: D
Explanation:
Cis correct - UiPath recommends structuringagent evaluationsaroundfunctional setsthat align with expected behavior and edge conditions. This strategy:
* Validatesend-to-end logic, not just isolated tool usage
* Helps assess whethertool combinationswork as designed
* Supportstraceable diagnosisof failures or regressions
In this scenario:
* Set 1: Valid Web Search results#Slack notification (success path)
* Set 2: Failed/irrelevant Web Search#Escalation (fallback path)
* Set 3: Edge cases (e.g., ambiguous input, multiple valid matches)
This avoids theredundancyandvolume bloatseen in options B and D.
Option A is too loose - relying solely on random inputs and "LLM-as-a-Judge" introduces risk ofincomplete testing.
Grouping byreal-world interaction patternsmirrors how agents behave in production. It ensures high coverage while keeping evaluation efficient, consistent, andtightly aligned with business logic.
NEW QUESTION # 38
What is the significance of the "as-is" process map in identifying agentic automation opportunities?
Answer: B
Explanation:
The correct answer isA- the"as-is" process mapis a foundational tool in UiPath'sAgentic Blueprint Design framework. It visualizes thecurrent stateof how work is performed, enabling teams to:
* Identifymanual, repetitive, or time-consuming tasks
* Spotdelays, rework loops, or human bottlenecks
* Discover areas whereagents can augment or replace tasks
It acts as abaseline diagnostic, not an implementation-ready flow.
This is a key step in workshops led byprocess owners or business SMEs, before designing the "to-be" process where agents are introduced.
B is incorrect - the as-is map isnot final.
C refers to the optimized state, not the current one.
D confuses the mapping's role - it captures thepresent, not thegoals.
NEW QUESTION # 39
An agent is being designed to generate step-by-step troubleshooting guides for software issues. Testing shows that the guides lack clarity and include redundant steps, confusing users. What is the best refinement for the prompt?
Answer: C
Explanation:
Cis correct - the best refinement is toexplicitly instruct the agent to produce actionable, concise, and non-redundant steps. UiPath emphasizes that LLM outputs improve significantly when the prompt includes clear task goals + structure + tone guidelines.
In this case:
* "Avoid repeating steps"
* "Make each step actionable"
* "Keep it short and clear"
...are examples ofinstructions that directly reduce confusion and redundancyin generated content.
Options A and B introduce vagueness or verbosity, which worsen the problem.
D removes detail - the opposite of what's needed forstep-by-step clarity.
UiPath's Prompt Engineering Toolkit recommendstight formatting, tone, and output constraintsfor high- quality, consistent automation guides.
NEW QUESTION # 40
Which similarity search function is leveraged when Context Grounding is used by UiPath Products like Agents?
Answer: C
Explanation:
Cis correct - UiPath'sContext Groundingsystem usescosine similarity searchto retrieve the most relevant documents, passages, or semantic chunks from indexed data during runtime.
This retrieval process is critical for:
* Minimizing hallucination
* Enhancingprompt grounding
* Connecting agents toreal-time enterprise knowledge
Here's how it works:
* All documents areembedded into vector spaceusing a model (e.g., OpenAI or Azure OpenAI embeddings)
* At runtime, the agent's query isconverted into a vector
* Acosine similaritycomparison is used to fetch themost semantically similar documentsbased onangle (not magnitude)between vectors This enables agents to provideaccurate, contextual answers, like referencing HR policies or IT guides.
Other options:
* A (Softmax) is a classifier, not a search method
* B (Sigmoid) is for binary classification
* D (ReLU) is an activation function in neural nets - not for search
NEW QUESTION # 41
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