aigc-operations-method-cointelligence SKILL.md skillA
aigc-operations-method-cointelligence 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-method-cointelligence@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-method-cointelligence/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,797 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
《Co-Intelligence》· AI 协作方法论：三原则（邀请AI/人在回路/最笨实习生）+ 人机分工 + 锯齿边界测试。 触发词：「Co-Intelligence」「AI协作」「人在回路」「邀请AI」「人机分工」。.
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
# 《Co-Intelligence》· AI 协作方法论 > 三原则（邀请 AI/人在回路/最笨实习生）+ 人机分工 + 锯齿边界测试，判断怎么与 AI 协作提效。 ## 核心框架 ### 1. 与 AI 共事的三原则 - **适用场景**：任何运营环节的 AI 使用纪律 - **步骤**：始终邀请 AI（先问 AI 能参与吗）→ 人在回路（产出必审核）→ 最笨最懒的实习生（指令最清晰、检查一切） - **输出物**：AI 协作纪律（AI 做什么 + 人审什么） ### 2. 人机任务分工（AI 第一版，人优化版） - **适用场景**：内容生产/文案/方案的人机分工 - **步骤**：AI 起草（速度）→ 人优化（质量/调性）→ 迭代（AI 吸收偏好） - **输出物**：人机协作生产流程（起草→审核→迭代） ### 3. 锯齿边界测试（Jagged Frontier） - **适用场景**：判断哪个环节值得 AI 化 - **步骤**：用真实任务测 AI（行/不行/不稳定）→ 画团队 AI 能力边界 → AI 行的环节放大 - **输出物**：团队 AI 能力边界图 ## 决策规则（8条） 1. 任务耗时且规则清晰 → 先试 AI（invite AI） 2. AI 产出对外/对用户 → 人必审核（人在回路） 3. AI 效果差 → 指令更清晰/给示例/拆步骤（当最笨实习生带） 4. 判断值不值得 AI 化 → 先测锯齿边界 5. 内容人机协作 → AI 起草→人优化→再迭代 6. AI 有幻觉风险 → 关键事实人工核查 7. 推广团队 AI 化 → 先练协作习惯（全员每天用） 8. 担心被淘汰 → 现在就练协作（能力是练出来的） ## 检查清单 - [ ] 每个任务先问了"AI 能参与吗" - [ ] 对外产出都有人审核 - [ ] AI 指令清晰（角色/任务/约束/示例） - [ ] 测试过本环节 AI 能力边界 - [ ] 人机分工明确（AI 起草/人优化） - [ ] 关键事实人工核查 - [ ] 团队养成协作习惯 ## 反模式 - 把 AI 当搜索引擎 - AI 产出直接发布 - 指令模糊 - 不测试就大推 AI 化 - 等 AI 更强再学 ## 边界声明（≥3条） - 研究以美国为主，中国运营语境需适配 - AI 能力边界变化快，判断有时效性 - 有"AI 乐观"倾向，成本/合规讲得少 - 作者立场：学者布道者，原则层面，具体工具少 ## 诚实说明 提炼基于《Co-Intelligence》（Ethan Mollick, 2024）公开章节与权威解读，信息截止 2026-09；非原文的直接推断已标注。 > 本 Skill 由陆羽Skill生成。
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/aigc-operations-method-cointelligence@sha256:a6990a55d0c51d5bThe 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_gcberqynlsbnep6k)
0 badge image fetches in 30 days. What the badge shows.
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 | 2,797 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 2,797 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 (2797 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_gcberqynlsbnep6k GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-method-cointelligence GET https://markdownregistry.com/api/v1/blob/a6990a55d0c51d5b47d5c233679bc5eb447f928448fac7c52f2c5e7c86e57d97
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.