Tag：具备记忆与主动性的AI编程助手，日均贡献超50%PR
Tag writes >50% of my PRs every day. It also does ~100% of my data analysis, and…
推荐理由
一线开发者实测展示AI Agent如何深度嵌入日常开发与数据分析流程，提供可参考的Prompt交互范式，对Agent落地有直接启发。
Tag writes >50% of my PRs every day. It also does ~100% of my data analysis, and fixes most of our product feedback + bugs.
Tag 每天为我撰写超过 50% 的 PR。它还完成了我约 100% 的数据分析工作，并修复了我们大部分的产品反馈和 bug。
It's not like a regular Slack bot. It is proactive, programmable, it has memory, it has access to your connectors. With Opus 5.5 and Fable 5.1, it has strong judgement.
它不像普通的 Slack 机器人。它是主动的、可编程的，拥有记忆功能，并能访问你的连接器。借助 Opus 5.5 和 Fable 5.1，它具备强大的判断力。
Example prompts I use:
我使用的示例提示词：
- "@Claude react to threads in this channel with ✅ when resolved" - "@Claude from now on, attempt to repro every bug in this channel end to end, running the full app. once you reproduce the bug, put up a pr to fix it and tag the right team for code review" - "@Claude brainstorm ~100 hypotheses for what could explain this weird data, use a workflow to in/validate. spend 10m tokens or so digging very deep. draw a chart with the result." - "@Claude make me an interactive game explaining how this part of the code works, then make a slide deck explaining it for others on the team"
- "@Claude 当此频道中的线程被解决时，用 ✅ 进行回复" - "@Claude 从现在开始，尝试端到端地重现此频道中的每个 bug，运行完整的应用程序。一旦你成功复现了 bug，就提交一个 PR 来修复它，并标记正确的团队进行代码审查" - "@Claude 为解释这一异常数据的可能原因头脑风暴 ~100 个假设，使用工作流进行验证/证伪。花费大约 10m tokens 深入挖掘。根据结果绘制图表。" - "@Claude 为我制作一个交互式游戏来解释这部分代码的工作原理，然后制作一个幻灯片演示文稿，以便向团队其他人解释"
https://claude.com/product/tag
更进一步：量化金融体系
看懂新闻只是起点——沿量化金融路径，把它变成能交付的工程能力