Pedro Lopez 是 Airbyte 的软件工程师，在 AI Engineer 演讲中讨论为智能体设计 CLI，而不只是为人设计。人物身份依据原发布方署名，职务按节目发布时记录。
Pedro Lopez is a speaker from Airbyte in the indexed AI Engineer talk. The episode discusses Designing CLIs for Agents, Not Humans. Affiliation is recorded from the publisher’s speaker credit at publication.
介绍来源
原发布方人物署名与介绍 · 核对于 2026-10-10。依据原节目发布时的介绍。
图片来源与许可 · 参考图使用许可未确认
AI 辅助插画 · 参考照片：本人、机构或原活动页面发布；摄影者未注明 · 参考图使用许可未确认 · 依据已核对姓名的来源页面图像，由 AI 绘制 B 细线彩铅头像；调整背景与肩部构图。展示图缩放至最长边 640 像素并转为 WebP。 · 参考图：Pedro Lopez — 原发布方人物照片
公开发言
3原话逐字核对过；转述不加引号one important thing to keep in mind is to design those CLIs with agents in mind um some of the things that might be helpful for users when you're making a CLI are going to be like blockers for agents. Um, and we'll get into that a little bit more. Um, the first design decision here that we made was take JSON in and return JSON out.
So one thing that we decided to do um after trial and error is to keep the tool count small. So um we for the execution part of the connector where you're pulling that data, we only expose or really deal with two main tools.
Pedro Lopez 建议在 MCP 服务设计中缩减暴露的顶层工具数量，改用渐进式能力发现模式，以避免把海量连接器描述一次性塞入模型上下文。