ai-operations-method-ageofai SKILL.md skillA
ai-operations-method-ageofai 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-ageofai@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-ageofai/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 2,933 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
《Competing in the Age of AI》· AI 战略方法论：重构业务流程 + 数据网络效应 + AI 工厂。 触发词：「AI时代竞争」「数据网络效应」「AI工厂」「AI战略」「业务重构」。.
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
# 《Competing in the Age of AI》· AI 战略方法论 > 重构业务流程 + 数据网络效应 + AI 工厂，判断 AI 战略与业务重塑方向。 ## 核心框架 ### 1. 重构业务流程（AI 重塑商业模式） - **适用场景**：判断 AI 对业务模式的颠覆性、AI 战略制定 - **步骤**：识别可重构流程 → 评估颠覆方向（增强 or 颠覆）→ 重构决策（数据驱动替代经验） - **输出物**：AI 战略判断（增强 or 颠覆 + 重构方向） ### 2. 数据网络效应（Data Network Effects） - **适用场景**：AI 产品壁垒建设、数据飞轮设计 - **步骤**：数据获取（使用即贡献）→ 数据优化模型 → 模型提升体验 → 体验吸引用户（循环放大） - **输出物**：数据飞轮设计（获取/优化/体验/增长闭环） ### 3. AI 工厂（AI Factory） - **适用场景**：AI 运营体系化建设、规模化决策 - **步骤**：数据管线（采集/清洗/标注）→ 模型服务（开发/部署/迭代）→ 实验系统（A/B/评估）→ 决策嵌入（预测进决策） - **输出物**：AI 工厂建设方案（数据/模型/实验/决策四层） ## 决策规则（8条） 1. 评估 AI 战略 → 先判断增强还是颠覆现有模式 2. 建设 AI 壁垒 → 设计数据网络效应（使用即产生数据） 3. AI 能力规模化 → 建 AI 工厂（标准化） 4. 数据获取受限 → 重新设计产品让用户产生数据 5. 决策要 AI 化 → 先确保预测可靠再嵌入 6. AI 项目推进 → 从重构小流程开始 7. 评估竞争 → 看对手的数据网络效应 8. AI 战略执行 → 组织要配套（数据/模型/运营团队） ## 检查清单 - [ ] 识别了可重构流程 - [ ] 判断了增强 vs 颠覆 - [ ] 数据网络效应设计（使用即贡献） - [ ] AI 工厂四层建设（数据/模型/实验/决策） - [ ] 决策流程与 AI 预测匹配 - [ ] 组织配套（数据/模型/运营团队） ## 反模式 - 把 AI 当附加功能（不重构流程） - 没有数据飞轮（无壁垒） - AI 工厂缺失（每次迭代手工） - 决策与预测脱节 - 组织不配套 ## 边界声明（≥3条） - 成书于 2020 年（大模型前夜），生成式 AI 时代需补充 - 战略框架宏观，运营执行细节少 - 案例以美国大企业为主，中国语境需适配 - 作者立场：哈佛商学院视角，强调战略组织，技术细节少 ## 诚实说明 …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-method-ageofai@sha256:313c869d3a59f302The 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_ssjk6y4j3rjh52xh)
1 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 | 2,933 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 2,933 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 (2933 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_ssjk6y4j3rjh52xh GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-method-ageofai GET https://markdownregistry.com/api/v1/blob/313c869d3a59f3022d8f3e2d7d91e2b0e894e66cf680b656020579fc2742c701
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.