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Anthropic Claude Certified Architect – Foundations CCAR-F Question # 1 Topic 1 Discussion

Anthropic Claude Certified Architect – Foundations CCAR-F Question # 1 Topic 1 Discussion

CCAR-F Exam Topic 1 Question 1 Discussion:
Question #: 1
Topic #: 1

You are building a customer support resolution agent using the Claude Agent SDK. The agent handles high-ambiguity requests like returns, billing disputes, and account issues. It has access to your backend systems through custom Model Context Protocol (MCP) tools ( get_customer , lookup_order , process_refund , escalate_to_human ). Your target is 80%+ first-contact resolution while knowing when to escalate.

Your agent is handling a billing dispute. After calling get_customer and lookup_order , it identifies that the dispute involves a promotional pricing error requiring manager approval—beyond the agent’s authorization level.

How should the workflow handle this mid-process escalation?


A.

Call escalate_to_human , passing only the customer’s original message.


B.

Compile a structured handoff with customer details, order info, and the identified issue before calling escalate_to_human .


C.

Attempt the refund with process_refund anyway, escalating only if the system rejects the transaction.


D.

Persist the complete conversation and tool response history to a database, then call escalate_to_human with a reference ID.


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