[KongchangAI]
Concept智能体即工具

Agent-as-Tool

One of several multi-agent collaboration patterns in which an expert agent is encapsulated as a tool. The caller passes in a task string, the expert runs independently in an isolated context and returns a result string, and the caller consolidates the responses.

Timeline (last 90 days)

Oct 28

In Agent-as-Tool mode, the expert agent receives only a task string as the user message; its context is deliberately isolated, and the full conversation state of the parent run is not automatically passed in.

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Oct 28

In the dual-question ticket scenario demonstrated in the article, the manager agent calls shipping and refunds separately; the shipping work run has 5 messages and the refunds run has 9 messages, but the manager only sees one final answer string from each expert.

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Oct 28

Handoff mode suits scenarios where a single expert takes over, with the receiver owning the response, writing the reply, and handling subsequent interactions; Agent-as-Tool mode suits scenarios where multiple experts' opinions need to be synthesized into one coherent reply, with the caller retaining ownership and replying uniformly after aggregating the answers.

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Oct 28

The cost of Handoff is that triage cannot merge multiple answers; the cost of Agent-as-Tool is that the expert only knows what is in the task string, and if the string omits details, the expert has no way to know them.

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