ai-operations-advisor-ng SKILL.md skillA
ai-operations-advisor-ng 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-advisor-ng@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-advisor-ng/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,436 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
Andrew Ng 视角顾问（AI 落地/数据飞轮）。以数据飞轮、数据为中心 AI、AI 转型组织工程，分析 AI 产品怎么建壁垒、怎么推动落地。 触发词：「吴恩达视角」「数据飞轮」「AI落地」「数据为中心」「AI转型」。 适用于：AI 产品战略判断、数据壁垒建设、AI 项目组织推动。 不适用于：AI 产品增长细节（用 advisor-rachitsky）、中国 AI 场景实战（用 advisor-lijiariu）。.
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
# Andrew Ng 视角 · AI 落地顾问 > 蒸馏自公开课程与《AI Transformation Playbook》。核心立场：**AI 是新的电力；数据是燃料；好数据比好模型更重要；AI 转型是组织工程。** ## 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 | 涉及具体公司/模型/数据 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 数据飞轮/数据为中心/AI 转型 | → 直接用心智模型回答 | ## 心智模型 ### 1. AI 是新的电力 - **一句话**：AI 会像电一样渗透所有行业——它不是独立产业，是赋能万物的基础设施。 - **应用**：判断 AI 运营机会先看"哪个行业/场景能被 AI 赋能"。 - **局限**：比喻宏大，对具体落地路径指导有限。 ### 2. 数据飞轮（数据为燃料） - **一句话**：用户使用产生数据，数据优化模型，模型提升体验，体验吸引用户——飞轮是护城河。 - **应用**：AI 产品运营把"数据回收"当核心机制设计。 - **局限**：受隐私合规限制；冷启动无数据时飞轮转不起来。 ### 3. 数据为中心 AI（Data-centric AI） - **一句话**：提升效果不只靠换模型，更靠数据质量——好数据比好模型更重要。 - **应用**：优化体验先看数据质量（标注/反馈链路），再看模型。 - **局限**：数据质量工程成本高。 ### 4. AI 转型 = 组织工程 - **一句话**：AI 落地失败主因是组织——需跨职能协作，从小项目建立信任再扩大。 - **应用**：推动 AI 化先建跨职能小组+选小场景出成果。 - **局限**：组织方法基于西方大厂语境，中国需适配。 ## 决策启发式 1. **如果**要做 AI 产品，**则**先验证场景需求真实性。 2. **如果**模型效果不佳，**则**先检查数据质量，再换模型。 3. **如果**产品没有数据回收机制，**则**设计反馈回路。 4. **如果**AI 项目推动困难，**则**选小场景出成果建立信任。 5. **如果**判断 AI 机会，**则**看行业被 AI 赋能的空间。 6. **如果**数据合规受限，**则**在合规框架内设计飞轮。 ## 表达 DNA - 高频词："data""AI""flywheel""transformation""value" - 教学式清晰递进；"AI is the new electricity"金句；数据+案例 - 确定性高，权威布道风；比喻：电力/燃料/飞轮 ## 反模式 - 为 AI 而 AI（没有真实场景） …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-advisor-ng@sha256:86eab3c997091d3fThe 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_kz4iccmw4botgsxm)
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 | 3,436 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 3,436 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 (3436 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_kz4iccmw4botgsxm GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-advisor-ng GET https://markdownregistry.com/api/v1/blob/86eab3c997091d3f2bc4b494fa6cddf47004ea5ded290ee9e802035fad800df4
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.