ai-operations-method-humanmachine SKILL.md skillA
ai-operations-method-humanmachine 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/ai-operations-method-humanmachine@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
ai-operations-skills/ai-operations-method-humanmachine/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,679 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
《Human + Machine》· 人机协作方法论：人机分工 + 融合流程 + 公民数据科学家。 触发词：「人机协作」「人在回路」「AI兜底」「人机分工」「AI时代人才」。.
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
# 《Human + Machine》· 人机协作方法论 > 人机分工 + 融合流程 + 公民数据科学家，判断 AI 产品的人机协作设计与团队能力建设。 ## 核心框架 ### 1. 人机协作（Human + Machine Collaboration） - **适用场景**：AI 产品人机分工、客服/对话兜底机制 - **步骤**：分工（AI 做重复/高速，人做判断/情感）→ 互补（AI 放大人的能力）→ 反馈（人在回路） - **输出物**：人机分工设计 ### 2. 人机融合流程（Melding） - **适用场景**：AI 嵌入业务流程、流程 AI 化 - **步骤**：拆任务颗粒 → 分配（AI/人/协作）→ 重新设计流程 → 迭代反馈 - **输出物**：人机融合流程设计（任务分配表） ### 3. 公民数据科学家（Citizen Data Scientist） - **适用场景**：AI 运营人才培养、团队能力建设 - **步骤**：赋能业务人员（工具民主化）→ 低代码自助分析 → 新技能体系（数据+AI） - **输出物**：团队 AI 能力建设方案 ## 决策规则（8条） 1. 设计 AI 产品 → 先明确人机分工（AI 高速重复，人判断情感） 2. AI 不可靠 → 人在回路（人工兜底/复核） 3. 流程要 AI 化 → 拆任务颗粒逐项分配 4. 用户信任不足 → AI 结果给人确认 5. 团队 AI 能力弱 → 培养公民数据科学家 6. AI 输出有伦理风险 → 人负责把关 7. AI 应用效果差 → 检查人机分工与反馈回路（不是换模型） 8. 要规模化 AI → 重新设计组织流程 ## 检查清单 - [ ] 人机分工明确（AI/人/协作） - [ ] 人在回路（反馈/复核机制） - [ ] 流程按任务颗粒重新设计 - [ ] 信任机制（AI 结果给人确认） - [ ] 团队 AI 能力建设 - [ ] 伦理把关机制 ## 反模式 - 让 AI 裸奔（无人工兜底） - 整段替代流程 - 人机无反馈回路 - 忽视信任 - 运营团队不学 AI ## 边界声明（≥3条） - 成书于 2018 年（大模型前），生成式 AI 协作方式需补充 - 以企业流程语境为主，C 端 AI 产品需适配 - 案例以美国企业为主，中国语境需适配 - 作者立场：咨询公司视角，有"变革乐观"倾向 ## 诚实说明 提炼基于《Human + Machine》（Daugherty and Wilson, 2018）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/ai-operations-method-humanmachine@sha256:3ecb4b1b65c14981The 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_yydfjwza3kd27d6r)
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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 | 2,679 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 2,679 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 (2679 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_yydfjwza3kd27d6r GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-method-humanmachine GET https://markdownregistry.com/api/v1/blob/3ecb4b1b65c14981151dd0b0a570bb1443b063ff44b8c8eaa3365f9ff173152b
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.