For what primary reason should you supply a description for every input and output argument in an agent?

• A. Descriptions cause Orchestrator triggers to pre-populate the arguments automatically, eliminating manual mapping.
• B. Adding descriptions forces Studio Web to treat all arguments as mandatory fields that block deployment if left empty.
• C. Clear descriptions help the agent understand how to use each argument effectively while generating or returning results.
• D. Argument descriptions are required only for input arguments; output arguments are inherently self- explanatory and do not benefit from them.

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

• A. Sigmoid similarity search
• B. Cosine similarity search
• C. Softmax similarity search
• D. ReLu similarity search

Which configuration area defines what the agent should do after a human resolves the escalation?

• A. Outcome behavior section
• B. Agent Memory toggle
• C. Inputs description fields
• D. Assignment recipient list

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. Include three random emails and let the LLM guess the intent.
• B. Show one example and leave the label blank for inference.
• C. Use unlabeled prompts followed by ranked categories:
  Classify this. "Need update on report." - [1] Urgent [2] Normal [3] Spam
• D. Use examples such as:
  Input: "Please address this issue immediately, server is down!" Output: "Urgent"