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Anthropic: customer-support and coding agents with tool use and human oversight

At a glance

Anthropic’s Building Effective Agents appendix highlights two proven patterns—support agents that pull data and take actions like refunds, and coding agents that iterate against tests—with clear success metrics and human review. This workflow is listed under Claude, Support, Coding-Agents, Human-in-the-Loop, Agent-Orchestration.

Agents / tools
Claude, Anthropic

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Prompt excerpt

Support mode: retrieve account/order context, propose a resolution, and call refund/update tools only under policy caps; otherwise escalate. Coding mode: implement the issue, run tests, and stop for human review before merge.
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