工具调用
工具调用让模型通过定义的接口请求操作。
概述
The application or provider executes the operation and returns a result. A model proposing a tool call is different from that call succeeding, and both are different from the user’s overall task being completed.
主要要点
- Validate authority as well as argument shape.
- Design safe retries for side effects.
- Verify the resulting state.
深入探讨
Define each tool’s purpose, input schema, output shape, and side effects. A narrowly scoped operation is easier to validate than a general command interface. The tool description should explain when the operation is appropriate without granting the model authority beyond the user’s request. Validate inputs and permissions in application code. A well-formed argument can still identify the wrong account, destination, or amount. Keep secrets out of tool descriptions and return only information the requesting user is allowed to access. Handle errors and uncertain outcomes explicitly. A network timeout may occur before or after an external action completes. Use operation identifiers or a read-back check where possible so a retry does not duplicate a completed action. After execution, supply an accurate result and verify the intended state. Treat text returned by a website or document as untrusted content; it cannot authorize new actions merely because it arrived through a tool. Test cancellation, malformed responses, revoked access, and partial completion as part of the full tool-use loop.
技术洞察
Input-schema validation establishes shape and some constraints. It does not prove that an action is authorized or that the selected record is the correct one.
Retry without duplicating work
- Imagine a task-creation tool accepts request identifier demo-17. The response times out after the task is created.
- Look up demo-17 before creating another task. If the service supports idempotency, reuse the same identifier for the retry.
- Report completion only after confirming the resulting task and its contents.
This constructed example separates uncertain transport from the external action’s actual outcome.
战略影响
速度与规模
语言工作流程可以在不牺牲一致性的情况下更快地移动。
交通与覆盖范围
它扩展了跨语言和沟通方式的访问。
更清晰的判决
团队可以花更多时间进行判断,而自动化则可以处理重复。
现实世界的实施
Fetch a current record before proposing an update.
Return an operation identifier and verified result after a file save.
风险与防护栏
幻觉的事实可以悄悄地进入报告、支持流程或研究成果。
及时的敏感性可能会在类似的请求中产生不一致的结果。
如果访问控制薄弱,敏感文本数据可能会暴露。
实施路线图
在推出之前定义输出格式、语气和质量标准。
当准确性很重要时,请使用可信来源进行地面响应。
为高风险输出保留人工审查检查点。
跟踪故障模式并定期重新训练提示或工作流程。
资料来源与延伸阅读
- AnthropicHow tool use works
不断探索
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常见问题
Does a model execute a function merely by naming it?
No. The application or tool provider executes the operation. A structured request must be handled, authorized, and checked.