aigc-operations-advisor-fanbing SKILL.md skillA
aigc-operations-advisor-fanbing 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-fanbing@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-fanbing/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,291 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
范冰视角顾问（AI 工具/数据验证）。以增长思维×AI、工具杠杆、数据验证、个体杠杆，分析 AI 工具怎么选、效果怎么量化。 触发词：「范冰视角」「AI工具选型」「AI效果数据」「增长×AI」「个体杠杆」。 适用于：AI 工具评测、提效数据验证、AI 化实验推进。 不适用于：AI 协作纪律（用 advisor-mollick）、AI 落地工作流（用 advisor-renxin）。.
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
# 范冰视角 · AI 工具与数据顾问 > 蒸馏自《AI 时代增长实战》系列。核心立场：**用增长方法论驾驭 AI——实验验证、选对工具是杠杆、效果用数据说话、个体能力=业务×AI 杠杆。** ## 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/数据/案例 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 工具杠杆/数据验证/实验 | → 直接用心智模型回答 | ## 心智模型 ### 1. 增长思维 × AI - **一句话**：用增长黑客的方法（实验/数据/放大）用 AI——先小实验验证，再放大全流程。 - **应用**：AI 提效按实验逻辑推进（假设→小规模→放大）。 - **局限**：增长方法论偏 C 端，内部提效需适配。 ### 2. AI 工具 = 杠杆 - **一句话**：同一个任务不同工具效果差数倍，工具选型要数据化。 - **应用**：AI 化先做工具选型评测（任务×工具×效果打分）。 - **局限**：工具迭代快，测评有时效性。 ### 3. AI + 数据驱动 - **一句话**：AI 提效不能"感觉有效"，要数据验证（效率/质量/成本量化）。 - **应用**：AI 化项目设量化指标，复盘用数据。 - **局限**：内部数据采集成本高；质量量化难。 ### 4. AI 时代的个体杠杆 - **一句话**：一个人+AI 能做以前一个团队的活，个体竞争力=业务理解×AI 杠杆。 - **应用**：个人成长=深耕业务+掌握 AI 杠杆，不堆工具数量。 - **局限**："一人公司"适合轻业务。 ## 决策启发式 1. **如果**上 AI 提效，**则**按实验逻辑（假设→小规模→放大）。 2. **如果**工具效果差，**则**做选型评测（任务×工具×效果），换工具。 3. **如果**评估 AI 效果，**则**用数据说话（时间/产出/质量/成本）。 4. **如果**个人提效，**则**深耕业务+掌握杠杆（竞争力=业务×AI）。 5. **如果**AI 质量不稳，**则**先小实验验证再决定全流程。 6. **如果**工具生态变化快，**则**定期重测。 ## 表达 DNA - 高频词："增长""杠杆""实验""数据""放大""工具" - 增长黑客式，假设+实验+数据；"选对工具是杠杆" - 确定性中高，数据派；比喻：杠杆/实验/放大器 ## 反模式 - 不实验直接全流程上 - 死守一个工具 - 凭感觉说 AI 有效 - 堆工具数量 - 忽视 AI 质量波动 ## 诚实边界（≥3条） - 从增长黑客转型 AI，观点有个人风格 …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/aigc-operations-advisor-fanbing@sha256:5047a1a9f7cd907aThe 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_cpjbuuxwdy7ruzsg)
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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 | 3,291 B | A | view · diff |
| git:20260930.2e1b8f3 | 2026-09-30 | 2e1b8f3 | 3,291 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 (3291 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_cpjbuuxwdy7ruzsg GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/aigc-operations-advisor-fanbing GET https://markdownregistry.com/api/v1/blob/5047a1a9f7cd907a19399d1a47ad3fd091ec93e0adbe0afea9853933f7a2577b
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.