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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Agent Design & Development | 25% | - Prompt engineering best practices - Agent Builder in Studio Web - Tools, connections and integration services |
| Topic 2: Context & Knowledge Management | 20% | - Knowledge base integration - Context packages and grounding - Data sources and retrieval methods |
| Topic 3: Governance, Evaluation & Trust | 15% | - Guardrails and responsible AI - Agent performance evaluation - Observability and reliability |
| Topic 4: Agentic Automation Fundamentals | 20% | - AI, LLM and generative AI concepts - Core principles of agentic automation - Agents vs traditional robots |
| Topic 5: 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 # 25
Which of the following is a benefit of UiPath-built agents?
Answer: B
Explanation:
D is correct - a major advantage of UiPath-built agents is their low-code creation model, which allows business users and developers to quickly create, test, and deploy agents.
Key points from UiPath's Agentic Automation platform:
Agents are built in Studio Web, using a drag-and-drop UI and agent designer canvas.
Low-code tools allow teams to design agent prompts, behavior logic, tool connections, and escalations without deep programming skills.
Agents integrate with UiPath Orchestrator for full lifecycle management.
UiPath's low-code stack is designed to:
Lower the barrier to AI adoption
Accelerate time-to-value
Allow cross-functional teams to collaborate on intelligent automation
Options A and B are incorrect - agents support both structured and unstructured workflows, and fully integrate with Orchestrator.
C is false - low-code is a core value prop.
NEW QUESTION # 26
What is a System Prompt?
Answer: C
Explanation:
Cis the correct answer - in UiPath's Agentic Automation framework, theSystem Promptis acrucial configuration elementthat defines theagent's identity, objectives, behavioral rules, and tool usage logic.
It typically includes:
* Agent Role: e.g., "You are a procurement assistant"
* Goals: "Classify, summarize, or validate supplier quotes"
* Constraints: e.g., "Don't exceed 100 words", "Only use escalation when criteria X is met"
* Tool Usage: "Use Slack tool to notify team if X occurs"
* Escalation Logic: "Escalate to human if confidence is below threshold"
* Context Integration: "Use grounded context from ECS Index when available" This helps the LLM behaveconsistentlyandtransparently, even in unpredictable or complex workflows. It also acts as thestarting configurationfor the agent - informing every decision it makes during runtime.
Option A is incorrect - System Prompts are written innatural language, not code.
B is false - they allow fordynamic adaptation, especially when used with memory and tools.
D is incomplete - the system promptdoes covergoals, constraints, and sequencing of steps.
Bottom line: theSystem Prompt is the "brain" behind the agent, telling it what to do, how to do it, when to act, and when to escalate - all in anatural language-driven, declarative format.
NEW QUESTION # 27
What is a key feature of zero-shot prompting?
Answer: C
Explanation:
The correct answer isA- zero-shot prompting refers toasking an LLM to perform a task without providing any prior examples in the prompt. In UiPath Agentic Automation, this is considered the simplest form of task prompting and is often used when:
* The request isstraightforwardorfamiliar to the LLM
* There'sno need for detailed contextor task demonstration
* You want rapid generation without lengthy prompt design
UiPath distinguisheszero-shot,few-shot, andchain-of-thought promptingas part of itsPrompt Engineering Toolkit. While zero-shot is fast and scalable, it's not ideal fornuanced or ambiguous tasks, which often benefit fromfew-shot examplesor structured reasoning steps.
Option B is misleading - complex scenarios usuallyrequiremore grounding.
C contradicts the definition of zero-shot.
D confuses prompting withmodel fine-tuning, which is a separate concept.
Zero-shot works well for common, templated tasks (e.g., classifying "Is this urgent?") but is less reliable in dynamic, multi-intent agent behaviors.
NEW QUESTION # 28
An agent is built to extract customer feedback sentiment. You want to show the LLM how to classify it as
'Positive', 'Neutral', or 'Negative'. Which few-shot design is most helpful?
Answer: D
Explanation:
Dis correct - this example follows thegold standard for few-shot prompting, as defined in UiPath's Prompt Engineering methodology. The format usesclearly labeled input-output pairs, giving the agent:
* Consistent structure to follow
* Explicit tone classification
* Variety across sentiment categories
Each example models the task exactly as it should be performed:
* Input: [Text]
* Output: [Label] (Positive, Neutral, Negative)
This design teaches the agenthow to recognize patterns in user tone, even with subtle expressions. It works especially well in LLM-powered agents that handlefeedback analysis,review classification, orcustomer support automation.
Option A (listing keywords) lacks structure and will not generalize well.
B is incomplete - there's no output for the model to learn from.
C uses a rating scale, which doesn't match the classification labels needed.
UiPath emphasizes thatwell-structured few-shot examplesimprove LLM accuracy dramatically - especially when working with ambiguous or emotionally nuanced language.
This approach improvessentiment classification precision, reduces hallucination, and ensures consistent labeling across varied input phrasing - making the agent more reliable in real-world scenarios.
NEW QUESTION # 29
Why is an agent story important in the development life-cycle?
Answer: B
Explanation:
The correct answer isD, and this is a foundational concept in UiPath'sAgentic Discovery and Design Blueprint methodology.
Anagent storyserves as aclear, narrative-driven blueprintthat describes:
* What the agent does
* For whom it works
* When it activates
* How it makes decisions
* What success looks like
UiPath emphasizes that a well-crafted agent story ensures alignment betweenbusiness stakeholders,subject matter experts (SMEs), andtechnical developers. It keeps the development team focused on value delivery by outlining thecore capabilities,contextual behavior, andinteractionsof the agent in a human-readable form.
This approach is critical during thedesign phase, as it:
* Prevents scope creep
* Clarifies success metrics
* Enhances stakeholder buy-in
* Anchors prompt design, orchestration, and escalation logic
UiPath also uses the agent story to guidegrounding strategies, tool selection, and even escalation paths - making it much more than a documentation artifact.
Options A, B, and C misrepresent the function of agent stories. Only D captures its value in focusing the team onwhat matters most for delivering real business outcomes.
NEW QUESTION # 30
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