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| Section | Weight | Objectives |
|---|---|---|
| Orchestration & Human-in-the-Loop | 20% | - Escalations and Action Center - UiPath Maestro and BPMN modeling - Service tasks and agent invocation |
| Governance, Evaluation & Trust | 15% | - Guardrails and responsible AI - Agent performance evaluation - Observability and reliability |
| Agent Design & Development | 25% | - Tools, connections and integration services - Agent Builder in Studio Web - Prompt engineering best practices |
| Agentic Automation Fundamentals | 20% | - Core principles of agentic automation - AI, LLM and generative AI concepts - Agents vs traditional robots |
| Context & Knowledge Management | 20% | - Context packages and grounding - Data sources and retrieval methods - Knowledge base integration |
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NEW QUESTION # 42
What is a key feature of zero-shot prompting?
Answer: B
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 # 43
Which statement best describes UiPath Maestro's capability for deploying AI agents within a BPMN-modeled process?
Answer: A
Explanation:
The correct answer isC- UiPathMaestroenablesagentic orchestrationby serving as aprocess modeling and execution layerfor AI agents, RPA bots, human reviewers, and external systems. It supports BPMN-based modeling and integrates bothUiPath-built agentsandexternal agents, such as those fromLangChain,CrewAI
, orAgentforce.
Maestro provides aconsistent frameworkthat allows:
* InvokingLLM-powered agentsas subprocesses or service calls
* Managingescalations and human-in-the-loop workflows
* Defining structuredinputs, outputs, and triggersusing visual tools
* Coordinating acrosshybrid environments, mixing RPA, agents, and APIs
This aligns with UiPath'sAgentic Automation vision, where agents are not isolated but operate within enterprise-grade governance and control structures. Maestro enables scalable deployment ofgoal-driven, adaptive agentsinside complex, orchestrated processes.
Option A is incorrect - Maestro doesn't embed code scripts or rely solely on external runtimes.
B is false - Maestro is broader than just Agentic and Integration tasks.
D is outdated - Maestro can orchestrate third-party agents with human review checkpoints via its own framework.
Maestro essentially acts as thecentral nervous systemfor agent coordination, making C the most accurate answer.
NEW QUESTION # 44
How does adjusting the "Number of results" setting affect the agent's use of context from indexes?
Answer: D
Explanation:
The correct answer isC. In UiPath'sContext Groundingconfiguration, the"Number of results"setting directly affects how manychunks of indexed knowledgeare retrieved and passed to the LLM at runtime.
These chunks come from preprocessed documents and are used to build thegrounding payload- the content added to the agent's prompt for context-aware generation.
By increasing the number of results:
* The LLM has access tomore context, which can improve response quality if the added information is relevant.
* However, it alsoincreases the token load, which can reduce prompt space or introduce irrelevant noise if poorly tuned.
Reducing the number of results leads tomore focused prompts, with only top-ranked relevant chunks (based oncosine similarity) included. This is crucial when using large indexes or when LLM context windows are limited.
Option A confuses this setting with similarity threshold tuning, which is a separate parameter.
Option B is false - the agent doesnot ignore contextunless context grounding is disabled.
Option D misrepresents the function - Orchestrator folder selection is unrelated to this retrieval setting.
In summary, the "Number of results" setting allows fine-tuning ofhow much supporting context is retrieved and passed to the model. It is a key control in optimizing performance, precision, and relevance of grounded agent responses.
NEW QUESTION # 45
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 # 46
A team is designing an agent to convert plain text meeting notes into a formatted agenda (e.g., structured bullet points). Despite providing a few example transformations in the prompt, the agent generates agendas in inconsistent formats. What critical step was likely overlooked?
Answer: A
Explanation:
This is a repeat of Question 16, and the correct answer remains A.
Even when few-shot examples are included, omitting clear formatting instructions leads to inconsistent outputs, which can break downstream processes in agentic automation.
UiPath's Prompt Engineering guidance emphasizes that instruction clarity is as important as examples - especially when output format matters (like agendas, classifications, or structured text).
An optimal prompt includes:
A task description (e.g., "Convert meeting notes into a 3-section agenda") Clear format instructions (e.g., use bullet points, bold headers) Few-shot examples Optional constraints like length or tone Without that first element - clear instructions - the LLM has to guess the output format, leading to variance and unreliability.
NEW QUESTION # 47
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