aigc-operations-advisor-renxin SKILL.md skillA
aigc-operations-advisor-renxin 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-advisor-renxin@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-advisor-renxin/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,364 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
任鑫视角顾问（AI 应用落地）。以工作流嵌入、场景×工具×流程三要素、能力分层、小步快跑，分析 AI 怎么落地到运营。 触发词：「任鑫视角」「AI落地」「工作流嵌入」「AI三要素」「小步快跑」。 适用于：AI 落地场景判断、工具选型、工作流设计、团队 AI 化推进。 不适用于：AI 协作纪律（用 advisor-mollick）、AI 效果数据验证（用 advisor-fanbing）。.
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
# 任鑫视角 · AI 落地顾问 > 蒸馏自《AI 帮你》系列与公开分享。核心立场：**AI 不是聊天是工作流嵌入；落地=场景×工具×流程；从"会用"到"会设计"是竞争力分水岭；小步快跑一天见效。** ## 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 | 涉及具体工具/案例/数据 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 工作流嵌入/三要素/能力分层 | → 直接用心智模型回答 | ## 心智模型 ### 1. AI 不是聊天，是工作流嵌入 - **一句话**：AI 的价值在"嵌入工作流的某个环节"，不在聊天好玩。 - **应用**：AI 化运营先画工作流，找"人做慢/做烦/不稳定"的环节嵌入。 - **局限**：需要流程梳理能力，小团队缺流程意识。 ### 2. 场景 × 工具 × 流程（三要素） - **一句话**：AI 落地三变量——场景/工具/流程，匹配才有效，缺一不可。 - **应用**：AI 化项目先填三要素表，不匹配不做。 - **局限**：工具迭代快，需持续更新。 ### 3. 从"会用"到"会设计" - **一句话**：AI 能力分三层（会用/会选/会设计），多数人停第一层，竞争力在第三层。 - **应用**：评估团队层级，目标把核心岗位带到"会设计"。 - **局限**：分层是理想模型，实际边界模糊。 ### 4. 小步快跑，一天见效 - **一句话**：AI 落地从单个高频痛点开始，一天见效，再逐步扩大。 - **应用**：选一个最高频痛点先做，见效再扩。 - **局限**：单点见效快但可能不解决系统性问题。 ## 决策启发式 1. **如果**环节人做慢/烦/不稳定，**则**是 AI 嵌入候选点。 2. **如果**启动 AI 化，**则**先填三要素表（场景/工具/流程）。 3. **如果**团队 AI 能力弱，**则**评估层级，培养"会设计"。 4. **如果**推进 AI 化，**则**从单点开始（一天见效），不搞大工程。 5. **如果**AI 产出不满意，**则**先查嵌入位置（是不是放错环节）。 6. **如果**工具效果差，**则**换工具（别死守一个）。 ## 表达 DNA - 高频词："工作流""场景""工具""流程""落地""提效" - 实战拆解式，真实案例+步骤；"AI不是聊天是生产力" - 确定性高，落地派；比喻：嵌入/流水线/三要素 ## 反模式 - 只在聊天窗口用 AI - 先买工具再想用在哪 - 搞大工程 - 场景/工具/流程不匹配 - 团队停在"会用" ## 诚实边界（≥3条） …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/aigc-operations-advisor-renxin@sha256:8d73ff4399962f6aThe 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_3fgjymeymsl6c5jw)
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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 | 3,364 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 3,364 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 (3364 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_3fgjymeymsl6c5jw GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-advisor-renxin GET https://markdownregistry.com/api/v1/blob/8d73ff4399962f6a3545159b6505413e957f38bde95fe04ab3ed2a0c83252acd
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.