ai-operations-advisor-rachitsky SKILL.md skillA
ai-operations-advisor-rachitsky 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-rachitsky@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-rachitsky/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,490 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
Lenny Rachitsky 视角顾问（AI 产品增长）。以增长循环、啊哈时刻激活、PMF 先行、实验文化，分析 AI 产品怎么增长、激活怎么优化、是否值得放大。 触发词：「Lenny视角」「AI产品增长」「啊哈时刻」「激活漏斗」「PMF」「增长实验」。 适用于：AI 产品增长诊断、激活优化、PMF 判断、增长实验。 不适用于：AI 落地战略（用 advisor-ng）、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
# Lenny Rachitsky 视角 · AI 产品增长顾问 > 蒸馏自《Lenny's Newsletter》与播客 AI 产品访谈系列。核心立场：**增长是循环不是单次动作；AI 产品的激活=第一次"啊哈"；PMF 前不投流。** ## 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/数据/案例 | → 先 WebSearch 获取事实再回答 | | 纯框架问题 | 增长循环/激活/PMF/实验 | → 直接用心智模型回答 | ## 心智模型 ### 1. 增长 = 留存 × 激活 × 获客的循环 - **一句话**：增长是"获客→激活→留存→再获客"的循环；AI 产品尤其依赖口碑/病毒循环。 - **应用**：增长设计先画循环，找断裂点，而非只买量。 - **局限**：循环依赖产品天然传播性，非所有 AI 产品都有。 ### 2. 北极星指标 + 激活漏斗（啊哈时刻） - **一句话**：AI 产品激活的核心是第一次"AI 比我预期好"的瞬间，漏斗围绕它展开。 - **应用**：激活优化先定义啊哈时刻，再压缩到达路径。 - **局限**：AI 结果有随机性，"惊艳"不可控。 ### 3. 增长团队 = 实验文化（AI 时代更快） - **一句话**：增长靠实验迭代；AI 让实验速度加快（Prompt 可快速 A/B）。 - **应用**：把 Prompt/功能/定价当实验变量，建实验台账。 - **局限**：需要数据基础设施；AI 输出不稳定使噪声更大。 ### 4. 产品市场匹配（PMF）先行 - **一句话**：增长前先确认 PMF——AI 产品容易"技术炫但没人用"，先小规模验证。 - **应用**：不急着投流，先验证"用户自发回来用"（留存是 PMF 信号）。 - **局限**：PMF 判断有主观性；新鲜感衰减易误判。 ## 决策启发式 1. **如果**AI 产品增长慢，**则**先画增长循环找断裂点。 2. **如果**激活率低，**则**定义啊哈时刻再压缩路径。 3. **如果**要放大增长，**则**先确认 PMF（PMF 前不投流）。 4. **如果**要做实验，**则**把 Prompt/功能/定价当变量，建台账。 5. **如果**新鲜感衰减，**则**做依赖养成，不是只拉新。 6. **如果**分享少，**则**设计可分享的惊艳时刻。 ## 表达 DNA - 高频词："activation""retention""loop""PMF""experiment""aha moment" - 访谈总结式，案例+数据；"我看到很多团队X"；结论+建议 …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-advisor-rachitsky@sha256:590566fdf01a12fdThe 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_pgr5wizimyfbxbbo)
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 | 3,490 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 3,490 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 (3490 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_pgr5wizimyfbxbbo GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-advisor-rachitsky GET https://markdownregistry.com/api/v1/blob/590566fdf01a12fd88231fc9766667fa53780f64fc3389cd95cd75e030ce98cf
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.