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| Section | Weight | Objectives |
|---|---|---|
| Context & Knowledge Management | 20% | - Context packages and grounding - Data sources and retrieval methods - Knowledge base integration |
| Governance, Evaluation & Trust | 15% | - Observability and reliability - Agent performance evaluation - Guardrails and responsible AI |
| Agent Design & Development | 25% | - Prompt engineering best practices - Tools, connections and integration services - Agent Builder in Studio Web |
| Orchestration & Human-in-the-Loop | 20% | - Service tasks and agent invocation - Escalations and Action Center - UiPath Maestro and BPMN modeling |
| Agentic Automation Fundamentals | 20% | - Agents vs traditional robots - Core principles of agentic automation - AI, LLM and generative AI concepts |
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NEW QUESTION # 21
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 # 22
How long does a key-value pair stored in Agent Memory remain available before it expires by default?
Answer: C
Explanation:
Cis correct - according to UiPath documentation,key-value pairs stored in Agent Memorypersist for12 months by default.
Agent Memoryis a persistent storage layer allowing agents to:
* Recall decisions or context across runs
* Store user preferences, status, or temporary flags
* Maintain statefulness without relying on external databases
This capability is especially useful for:
* Omnichannel customer interactions
* Preference-aware recommendations
* Tracking previously taken actions for continuity
Although memory storage is long-lasting (12 months), developers can:
* Manually resetor expire entries
* Use different memory scopes (e.g., per-user, per-agent)
* Design memory-aware flows for personalization
Option D is incorrect - memory isnot auto-cleared on version updates.
A and B understate the retention policy - default expiration is clearly documented as12 monthsunless changed manually.
Agent Memory is a powerful enabler ofcontext-rich, stateful automations, especially for conversational or ongoing interactions.
NEW QUESTION # 23
A team is building an AI agent that drafts personalized marketing emails. The quality of the drafts depends on tone, alignment with brand voice, and personalization. What evaluation approach is best?
Answer: C
Explanation:
Bis correct - for tasks involvingtone, style, brand alignment, and personalization,model-graded evaluationis the best choice.
UiPath'sagent evaluation frameworksupports multiple types of evaluation:
* Model-graded: LLMs score or classify outputs based on nuanced criteria (e.g., tone match, relevance)
* Human-graded: For subjective tasks
* Deterministic: For strict accuracy checks (e.g., regex, classification) In creative tasks likeemail drafting, deterministic methods (D) or length-based metrics (A)fail to capture nuance.
A/B testing (C) is useful in live experiments, but not for structured evaluation during development.
Model-graded evaluations enablescalable quality checksfor outputs that mustfeel human, on-brand, and context-aware- essential for personalized communication.
NEW QUESTION # 24
What is the main purpose of using a context grounding strategy with an ECS Index in Agents designer canvas in Studio Web?
Answer: B
Explanation:
Dis correct - the primary purpose of usingContext Grounding with an ECS (Enterprise Context Service) Indexin UiPath'sAgents designer canvasis to enablereal-time, dynamic retrieval of knowledgebased on the current user session or prompt inputs.
ECS indexes are built from documents, FAQs, policies, tickets, or any enterprise content and are used to:
* Provide agents withlive knowledge grounding
* Reduce hallucinations in LLM outputs
* Support tasks like Q&A, decision-making, and summarization
When a user inputs a query, the LLM canreference the ECS indexusing similarity search (usuallycosine similarity) to pullrelevant context chunksinto the prompt. This makes the agent smarter, safer, and more accurate.
Option A relates to deployment, not purpose.
B suggests hard-coded retrieval logic, which is the opposite of dynamic grounding.
C is about tuning, not the core purpose.
Context Grounding allows agents to actcontextually and intelligently, using up-to-date organizational data
- a foundational principle in UiPath's agentic architecture.
NEW QUESTION # 25
Which persona typically models agentic processes in Maestro with BPMN and governs their full lifecycle?
Answer: A
Explanation:
The correct answer isD- according to UiPath'sMaestro orchestration framework, theprocess ownerplays a central role in defining and governing agentic workflows.
In UiPath Maestro:
* Process ownersuseBPMN diagramsto map the flow of work, decision points, hand-offs, and automation steps.
* They defineagent boundaries, escalation rules, and success conditions.
* This model empowersbusiness-side expertsto own automation design while working alongside technical teams.
Unlike classic automation that's owned by IT or CoE developers, agentic processes requirebusiness-context awareness, makingprocess ownersessential to managing thefull lifecycle- from design to governance to optimization.
Options A and B refer to support roles. Option C (developers) implement parts of the design, but don't usually govern the lifecycle or own the process vision.
This reflects UiPath's broader push forbusiness-led automation, enabled by Maestro and Autopilot™ in Studio Web.
NEW QUESTION # 26
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