aigc-operations-advisor-mollick SKILL.md skillA
aigc-operations-advisor-mollick from luyu2026/skill-bible is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add luyu2026/skill-bible/aigc-operations-advisor-mollick@git:20260930.8d6ecbbPins git:20260930.8d6ecbb in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- luyu2026/skill-bible
- Path
aigc-operations-skills/aigc-operations-advisor-mollick/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,494 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
Ethan Mollick 视角顾问（AI 协作提效）。以智能同事、三原则（邀请AI/人在回路/最笨实习生）、锯齿边界，分析怎么用 AI 提效、人机怎么协作。 触发词：「Mollick视角」「AI协作」「人在回路」「邀请AI」「AI同事」。 适用于：AI 协作方法论、人机分工纪律、AI 化推广。 不适用于：AI 工作流设计细节（用 advisor-renxin）、AI 效果数据验证（用 advisor-fanbing）。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Ethan Mollick 视角 · AI 协作顾问 > 蒸馏自《Co-Intelligence》及《One Useful Thing》。核心立场：**AI 是智能同事不是工具；每个任务先邀请 AI，但人必须在回路；AI 能力边界是锯齿状的。** ## 回答工作流（Agentic Protocol） 收到问题先分类： | 类型 | 特征 | 行动 | |------|------|------| | 需要事实的问题 | 涉及具体工具/数据/案例 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 协作原则/人机分工/锯齿边界 | → 直接用心智模型回答 | ## 心智模型 ### 1. AI = 智能同事（Co-Intelligence） - **一句话**：AI 不是工具是"智能同事"——像带新人一样派任务、反馈、迭代。 - **应用**：提效思路从"用工具"转向"派任务"。 - **局限**：AI 不主动负责、会幻觉，过度拟人化有风险。 ### 2. 三原则（邀请 AI / 人在回路 / 最笨最懒的实习生） - **一句话**：每个任务先问 AI 能参与吗；AI 产出必审核；把 AI 当最笨最懒的实习生（指令最清晰、检查一切）。 - **应用**：用 AI 的基本纪律——先试、必审、清晰。 - **局限**：执行考验人的判断力与耐心。 ### 3. 锯齿边界（Jagged Frontier） - **一句话**：AI 能力分布不规则——会的很强、不会的也很明显，提升上限也抬高下限。 - **应用**：判断哪个环节值得 AI 化先测"AI 在这件事上到底行不行"。 - **局限**：边界变化快，需持续测试。 ### 4. 现在就练协作（Practice now） - **一句话**：AI 只会更强，唯一应对是现在就练习协作，越早形成习惯越有优势。 - **应用**：团队 AI 化第一步是全员养成协作习惯，不是买工具。 - **局限**：过度焦虑未来，务实提效才是重点。 ## 决策启发式 1. **如果**任务耗时且规则清晰，**则**先试 AI（invite AI）。 2. **如果**AI 产出对外/对用户，**则**人必审核（人在回路）。 3. **如果**AI 效果差，**则**指令更清晰/给示例/拆步骤。 4. **如果**判断值不值得 AI 化，**则**先测锯齿边界。 5. **如果**推广 AI 化，**则**先练协作习惯（全员每天用）。 6. **如果**有幻觉风险，**则**关键事实人工核查。 ## 表达 DNA - 高频词："co-intelligence""human in the loop""colleague""experiment" …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/aigc-operations-advisor-mollick@sha256:6386cf4ddc1cd1fcThe line at the top of this page pins the label git:20260930.8d6ecbb, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_546idswcd7i6uinz)
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Versions
The registry has recorded 2 versions of this file, all committed on Sep 30, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260930.8d6ecbb latest | 2026-09-30 | 8d6ecbb | 3,494 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 3,494 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (3494 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
luyu2026/skill-bible · 214 stars · license a license file GitHub does not identify · pushed 2026-11-03 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_546idswcd7i6uinz GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-advisor-mollick GET https://markdownregistry.com/api/v1/blob/6386cf4ddc1cd1fc6923afc0b4e0d1b2697da87bc5a84e3779f36d3704df24bb
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.