Shuyi’s Newsletter
Wang ShuyiResearch, Tools and Data Science
| Platform |  | Pricing | Freemium | Publishes | Twice weekly |
|---|---|---|---|---|---|
| Issues | 204 | Founded | 6 years ago | Last Issue | 3 days ago |
| Active | Language |  ZH-CN | |||
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wangshuyi.substack.comLatest Issues
Claude Code 吭哧吭哧干活儿，我为什么偏要让 Codex 来拆台？
只有让环内的 Agent 自己跑得有效，我们才能真正站在「环上」来「指挥若定」。
疑问 前几天，我在知识星球上发了个感慨：
讲稿变成整套教学幻灯，这样的 Skill 如何制作与打磨？
最难的不是画图，是如何教会它别画错
发现 2026 年 6 月 16 日，应《图书情报知识》宋恩梅老师邀请，我为武汉大学信息管理学院「珞珈信管・前沿论坛」做了在线讲座分享。
人在环上：智能体时代的研究者新角色
问题
你大概也有过这样的时刻。
学生把论文交上来，文末挂着长长一串参考文献。你心里隐隐有个声音：这些文献，靠谱吗？会不会混着几条 AI 编出来的「幽灵文献」？你想抽几条出来核一核，可一想到要打开 CNKI，把作者、期刊、年份一条条敲进检索框、再逐个比对，那点力气就泄了，于是把念头按了下去。
这种活儿，搁两年前只有一个笨办法：自己动手，打开知网，把每条文献挨个查一遍，对不上的划掉。你要是去问聊天机器人，它也只会给你这套建议，告诉你「该去哪儿、怎么查」。话一个字都没错...
为什么普通高校学生那么努力准备考研，却事倍功半?
痛点
今天上午，我给自己带的 23、24 级数据科学系本科生开导学会。因为 23 级学生暑期后就要步入毕业年级了，因此今天的主题聊考研、聊实习、聊就业。
聊着聊着，我发现一个问题：不是他们不努力，而是他们努力的方向，好像全偏了。
例如想考研的，信息来源几乎全是考研机构的公开课和公众号。问他们目标院校的真实竞争情况，说不清楚；问导师的研究方向和招生偏好，更不知道。甚至有的同学想要跨考，居然都直奔计算机而去。可是具体什么方向，都不了解。我问他们原因，回答网上说了，考研...
字幕还要自己改？我做了个 Skill 让 AI 自己全干了
将这种迭代循环纳入到工作流中，可能给你后续工作带来显著的「复利」改善
刚需 昨天我翻了一下我公开发布的视频的索引，发现仅在 B 站上，就已经接近 350 个了。
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Authors
The writers behind this newsletter.
Associate Professor at Tianjin Normal University
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