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You are building a customer support resolution agent using the Claude Agent SDK.

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.

When the agent calls lookup_order and receives order details showing the item was purchased 45 days ago, how does the agentic loop determine whether to call process_refund or escalate_to_human next?

A.

The order details are added to the conversation and the model reasons about which action to take.

B.

The orchestration layer automatically routes to the next tool based on the order’s status field.

C.

The agent follows a pre-configured decision tree mapping order attributes to specific tool calls.

D.

The agent executes the remaining steps in a tool sequence planned at the start of the request.

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