Education
Plugin
ai-collab-playbook
Practical AI collaboration playbook for research, writing, reading, and coding: article, prompts, agent rules, and reusable skills.
Plugin Signal68/100Solid
maintained98
capable65
documented30
adopted57
Install
$ npx -y skills add cnfjlhj/ai-collab-playbook --agent claude-code
In this plugin
- academic-paper-helper
- all-plan
- collaborating-with-claude
- collaborating-with-codex
- collaborating-with-gemini
- find-skills
- paper-review-pipeline
- paper2html
- paperreview
- proactive-explorer
- prompt-polisher
- question-refiner
- research-lead-sidecar
- session-recovery-codex
- skill-creator
- skill-governance-loop
- skills-governance
- spec-first-mvp
- timestamped-video-summary
- writing-anti-ai
- xhs-longform-private-publisher
- xhs-note-creator
What's inside
Skill(22 skills)
/academic-paper-helperUse only when the user explicitly asks for help drafting or revising an AI/ML research paper in LaTeX, including structure, BibTeX, formatting, or academic-writing checks./all-planUse when a task is ambiguous and needs deep multi-role planning with designer, inspiration, and reviewer perspectives before execution. Skip this for ordinary task plans./collaborating-with-claudeUse when you want Claude Code CLI as a second opinion for coding tasks such as design tradeoffs, debugging, or diff review, while keeping Codex as the primary implementer.
- /collaborating-with-codex
- /collaborating-with-gemini
- /find-skills
- /paper-review-pipeline
- /paper2html
- /paperreview
- /proactive-explorer
- /prompt-polisher
- /question-refiner
- /research-lead-sidecar
- /session-recovery-codex
- /skill-creator
- /skill-governance-loop
- /skills-governance
- /spec-first-mvp
- /timestamped-video-summary
- /writing-anti-ai
- /xhs-longform-private-publisher
- /xhs-note-creator
README
我是一名人工智能方向的在读博士生。从 GPT-3.5 时代开始，我就比较重度地使用 AI。几年下来，AI 已经渗透到我工作的大部分环节——科研、写作、编程、日常学习，甚至和朋友聊天时的零碎想法。这份手册就是这些经历的沉淀。
它不是"装哪些工具"的清单，也不是"怎么写 Prompt"的速成教程。我更想回答的是：当 AI 已经能进入这些场景以后，人应该怎样继续主导问题、判断质量、沉淀经验，并避免把理解能力外包出去。
把 AI 当同事，不当工具；但人仍然是主变量。 AI 可以帮你探索、生成、执行，但问题表述、验收标准、必要取舍和最终判断不能交出去。否则效率越高，越可能只是更快地制造一种"我好像在推进"的幻觉。
先读什么
- 想看完整文章：从
docs/phd-ai-collab.md开始。 - 想快速抓主线：先看下面三张图，再回到文章对应章节。
- 想复用工作流：看
skills/full/README.md和prompts/。 - 想看我怎么约束 Agent：看
AGENTS.md/CLAUDE.md。
这份手册在讲什么
人是主变量。 AI 可以放大能力，但不能替代问题意识和判断力。你仍然需要知道自己要什么、什么算好、什么该放弃。
当同事协作。 让 AI 进入真实工作流，而不是停留在一次性问答窗口。划词、IM、远程 Agent——入口越贴近任务，越容易形成高频使用。
低摩擦入口。 把划词工具栏、IM 消息、远程 Agent 和知识库接到你日常的材料流里。不是每件事都值得拉起本地 Agent 走完整工作流，轻量任务就该轻量入口。
上下文优先。 先准备好目标、材料、偏好和验收标准，再让模型执行。没有上下文的 AI 输出，和掷骰子差别不大。
经验沉淀。 把有效流程固化为 Skill 或 Workflow，越用越好，越用越快——但也要定期做减法，不然 skill 膨胀本身就是一种噪音。
反效率幻觉。 警惕把理解、审美、取舍和学习过程一起外包给 AI。效率很高但不理解自己在做什么，比低效更危险。
仓库内容
| 类别 | 入口 | 说明 |
|---|---|---|
| 主文章 | docs/phd-ai-collab.md | 完整方法论，2026-10-13 版 |
| 协作守则 | AGENTS.md / CLAUDE.md | 我平时真在用的 AI 协作规则 |
| Prompts | prompts/ | 提示词优化器、概念解释器、论文精读等模板 |
| 完整 Skills | skills/full/README.md | 仓内所有 Skill 总目录 |
| 配图 | docs/figs/ | 总览图、学习指南、框架图、路线图 |
独立维护的 Skills
这些 Skills 已经拆出去单独维护。它们不是全部推荐一次性安装，而是我在不同阶段沉淀过、可以按需参考的工作流：
| Skill | 用途 |
|---|---|
| paper-review-pipeline | 论文审稿流水线 |
| paperreview | 论文评审 |
| skills-governance | Skills 治理 |
| session-recovery-codex | 会话恢复 |
| collaborating-with-codex | Codex 协作 |
| completion-learn | 任务完成后的三轴复盘：self → collaboration → tool |
| xhs-note-creator | 小红书笔记创作 |
| prompt-polisher | 提示词润色 |
| writing-anti-ai | 去 AI 味写作 |
| xhs-longform-private-publisher | 小红书长文发布 |
反馈
- 随手留言 / 读后反馈：Discussions
- 勘误 / 结构建议：提 Issue
- 小红书转发版：链接
友链
File tree
FAQ
ai-collab-playbook is a Claude Code plugin with 22 hand-picked skills, indexed on Flowy in the Education category. Install it with the command on its page. It includes academic-paper-helper, all-plan, collaborating-with-claude. Its skills do not fire on their own yet. Request auto-invocation to have Flowy route them as you prompt. Free and open source.
- What is ai-collab-playbook?
- Practical AI collaboration playbook for research, writing, reading, and coding: article, prompts, agent rules, and reusable skills.
- How do I install ai-collab-playbook?
- Run these in Claude Code: npx -y skills add cnfjlhj/ai-collab-playbook --agent claude-code. Then prompt normally.
- Does ai-collab-playbook auto-invoke its skills?
- Not yet. It is indexed on Flowy as a plain plugin. Request auto-invocation on its page and Flowy will route its skills for you as you prompt.
- Is ai-collab-playbook free?
- Yes. Flowy is free and open source, with nothing gated. You can read every skill in full before you install.
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