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UiPath Certified Professional Agentic Automation Associate (UiAAA) Sample Questions:

1. Which similarity search function is leveraged when Context Grounding is used by UiPath Products like Agents?

A) Sigmoid similarity search
B) Softmax similarity search
C) Cosine similarity search
D) ReLu similarity search

2. What is one of the key benefits of providing RAG as a service to UiPath generative AI experiences?

A) It eliminates the need for knowledge bases by integrating all proprietary data directly into generative applications.
B) It reduces the risk of hallucination by referencing ground truth data stores.
C) It exclusively provides access to historical data sources without supporting real-time updates.
D) It directly increases the LLM context window size without any interaction with knowledge bases.

3. In a UiPath Agent, which statement best captures the essential purpose of a system prompt?

A) It mainly lists output-formatting tags the agent must include, leaving role and goal definition to the user prompt.
B) It must enumerate every possible dialogue path the agent could encounter so the model can simply pick a preset answer.
C) It is used only to preload enterprise context and never influences the agent's decision to call tools.
D) It declares the agent's role, overall goal, and operating constraints, and tells the agent when to invoke tools or escalate tasks to a human reviewer.

4. 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) Use examples such as:
Input: "Please address this issue immediately, server is down!" Output: "Urgent"
D) Show one example and leave the label blank for inference.

5. A business is looking to automate its workflows and has both structured, repetitive tasks (like data entry) and unstructured, exception-heavy processes (such as responding to diverse customer queries). How should they combine agents and robots (RPA) to achieve optimal automation results?

A) Use robots (RPA) exclusively, as they are capable of adapting to dynamic workflows with exception handling and learning capabilities.
B) Use robots (RPA) for the structured, repetitive tasks, leveraging their rule-based approach for reliability and precision, while agents handle the unstructured processes by using their adaptive decision-making capabilities.
C) Use agents for the structured, repetitive tasks, as they can follow deterministic rules efficiently while robots (RPA) handle unstructured workflows requiring adaptability, decision-making capabilities and contextual awareness.
D) Use agents exclusively, as they can cover both structured workflows and dynamic environments due to their probabilistic and adaptive nature.

Solutions: