Claude Code team reveals 70-80% of daily work now delegated to Slack-native AI agent Claude Tag
In a video interview, the Claude Code team discussed how they use their own tools, Claude Code and Claude Tag, to accelerate product development. They reported that 70-80% of their daily work is now handled by Claude Tag, a Slack-native AI agent, a shift from a year ago when engineers read AI work logs line by line. The team emphasized a philosophy of setting goals and letting the model achieve them, with a 'scary forced放手' approach that decouples the UI from the model's internal reasoning.
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Claude Code团队讲究啊,这都往外说 衡宇 2026-09-17 19:56:13 来源: 量子位 工程师的核心永远是Problem Solving。 程浅 发自 凹非寺 量子位 | 公众号 QbitAI 话说。 Claude发布了一则Claude code团队如何使用Claude code持续优化Claude code的访谈视频。 访谈中,Claude员工们对最近这一年工作方式的变化大发感慨。 由此重点谈到了他们如何看待 “要在非常快的迭代节奏下做产品” 这件事。 △《How the Claude Code team uses Claude Code》访谈截图 (这画面温馨得像三个超级奶爸在讨论如何育儿。) 本文整理了这次访谈的核心内容,精华包括不限于: “你必须对自己正在构建的东西保持非常不执着的态度,因为它们很快就会消失。” “我们现在的工作层级,已经比Claude实际输出的token高出了一个抽象层。” “被迫放手让Claude自己发挥,因为信任比监督更重要。” ““你必须既站在技术前沿,又为今天使用模型的人提供价值。这是一门艺术,也是一门科学。” “软件工程是「变化的职业」。你解决的问题在变,但核心始终是problem solving。” 希望对同样处在 快技术迭代节奏下 的你有所启发。 团队现在是怎样工作的? 团队表示,当前已经将70%-80%的日常工作交给Slack(美国飞书)原生的AI agent——Claude Tag完成。 而一年之前,Claude Code的工程师还在 逐行阅读 AI的工作记录。 包括每一次工具调用、每一个参数选择、每一步推理决策…… (这工作量。) 他们现在工作的核心理念是: 不再逐条审视tool call和模型决策,而是下达一个goal,让模型自行达成。 不知道这种理念是否与Claude Tag产品设计有关,或许是为了让它更像一个真实的Slack参与者,他们将用户界面和模型的思考记录彻底解耦了。 如此,AI的内部独白将被Slack界面隐藏起来,人类看到的每一条消息,只是Claude在调用发消息的工具,它真正的思考过程并不会实时展示。 团队认为这是一种 有点吓人的强制性放手 。 与此同时,他们也在激进地使用Claude Tag开发Claude Tag自身。 随之举了一个新内部工具的开发案例,很有意思: 第一步是问Cla

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