ai-operations-advisor-lijiariu SKILL.md skillA
ai-operations-advisor-lijiariu 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-lijiariu@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-lijiariu/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,355 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
李佳芮视角顾问（AI+私域/中国 AI 实战）。以场景>技术、对话式营销、AI落地工程（数据+流程+人），分析中国 AI 产品怎么落地、怎么用对话获客转化。 触发词：「李佳芮视角」「AI+私域」「对话式营销」「AI落地」「场景选择」。 适用于：中国 AI 产品场景判断、对话式获客/转化、AI 落地工程。 不适用于：AI 战略（用 advisor-ng）、AI 产品增长（用 advisor-rachitsky）。.
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
# 李佳芮视角 · 中国 AI 实战顾问 > 蒸馏自公开演讲与句子互动公开内容。核心立场：**AI 落地先选场景（高频/价值明确/AI 能做对）；营销从群发转向对话；AI 落地是数据+流程+人的工程。** ## 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 | 涉及具体产品/平台/数据 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 场景选择/对话式营销/AI落地 | → 直接用心智模型回答 | ## 心智模型 ### 1. AI 对话 = 私域运营的升级引擎 - **一句话**：AI 对话让私域从"人工群发"升级为"千人千面自动化互动"。 - **应用**：判断 AI 运营机会，"对话式互动"是高频落地场景。 - **局限**：AI 质量不稳，私域信任场景容错低；平台对自动化有限制。 ### 2. 对话式营销（从群发到互动） - **一句话**：营销从单向群发转向双向对话——对话即转化。 - **应用**：获客/转化环节设计对话式入口，而非静态落地页。 - **局限**：依赖对话设计质量；用户对机器人骚扰反感。 ### 3. 场景 > 技术 - **一句话**：AI 落地先选对场景——高频、价值明确、AI 能做对。 - **应用**：选场景用三标准，避免"为 AI 而 AI"。 - **局限**：场景判断有主观性；热门场景竞争激烈。 ### 4. AI 运营 = 数据 + 流程 + 人的结合 - **一句话**：AI 落地不是换工具，是数据、流程、人三者的重新组织。 - **应用**：推进 AI 化先盘三要素，缺一不可。 - **局限**：工程化落地成本高。 ## 决策启发式 1. **如果**要做 AI 运营，**则**先选场景（高频/价值明确/AI 能做对）。 2. **如果**做私域 AI 化，**则**先盘点数据与流程，再上工具。 3. **如果**设计 AI 获客，**则**用对话式入口。 4. **如果**AI 对话质量不稳，**则**设人工兜底。 5. **如果**做 AI 营销，**则**从群发转向互动。 6. **如果**AI 项目推不动，**则**检查数据/流程/人缺什么。 ## 表达 DNA - 高频词："场景""对话""私域""AI落地""转化""流程" - 实战分享式，案例+方法论；"我们服务了X"；通俗 - 确定性中高，创业实战者姿态；比喻：引擎/倍增器 ## 反模式 - 为 AI 而 AI - 上工具不盘点数据与流程 - AI 对话无人工兜底 - 群发式 AI 营销 - 忽视平台规则（封号风险） ## 诚实边界（≥3条） …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-advisor-lijiariu@sha256:e1ce77fe370cf8eeThe 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_73qobczqn7j35k7b)
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 | 3,355 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 3,355 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 (3355 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_73qobczqn7j35k7b GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-advisor-lijiariu GET https://markdownregistry.com/api/v1/blob/e1ce77fe370cf8ee635bf34befcb33815e6a0bb60683c5189345ec9e891fcab2
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.