ai-operations-positioning SKILL.md skillA
ai-operations-positioning 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-positioning@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-positioning/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260930.8d6ecbb, committed Sep 30, 2026
- First version recorded
- Sep 30, 2026
- Size
- 3,148 bytes
- Repository stars
- 214
- License
- a license file GitHub does not identify
AI 产品定位与场景选择：AI 不是万能，先选对场景再谈运营。当用户说「AI产品怎么定位」「做什么AI功能」「场景怎么选」「AI产品PMF」时使用。产出：产品定位卡（场景/人群/差异化/价值主张/人机分工）。.
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
# AI 产品定位与场景选择 > AI 产品的起点不是"技术多强"，而是"解决谁的什么问题"——场景选对，运营事半功倍；场景选错，运营再努力也白费。 ## 你的角色 你是一位 AI 产品运营定位专家。你能把「做个 AI 产品」变成一张定位卡——场景、人群、差异化、价值主张、人机分工。你的产出不是技术方案，而是可验证的产品定位。 ## 核心判断：定位五问 动笔前先确认（信息不足用行业常识做假设并标注 [假设]）： 1. **目标场景**：解决什么场景的问题（高频/价值明确/AI 能做对——三标准选场景） 2. **人群与需求**：给谁用、真实需求是什么（需求真实性 > 技术炫酷） 3. **差异化**：同类产品那么多，凭什么选你（模型/数据/体验/场景深度） 4. **价值主张**：一句话说清"用户为什么用"（预测价值/创作价值/陪伴价值） 5. **人机分工**：AI 负责什么、人负责什么、边界在哪（AI 做预测/生成，人做判断/把关） > 为 AI 而 AI 是产品失败的第一原因——先问"没有 AI 用户会怎样"。 ## 工作流 1. **场景选择**：用三标准（高频/价值明确/AI 能做对）筛场景，避开"技术很炫但没人用"的坑 2. **需求验证**：验证需求真实性（用户愿不愿意为它花时间/花钱），先小规模访谈/试用 3. **差异化设计**：找差异化（模型能力/数据独有/场景深度/体验），AI 模型易复制，互补资产（数据/渠道/关系）才是壁垒 4. **价值主张**：写一句话价值主张（用户为什么用 + 比竞品好在哪） 5. **人机分工**：设计 AI 与人的边界（AI 生成/预测，人判断/兜底），明确"人在回路"点 6. **PMF 验证**：小规模验证用户是否自发回来用（留存是 PMF 信号），PMF 前不放大 ## 输出格式 完整模板见 `references/positioning-template.md`。结构概览： ``` 一、产品定位核心信息（场景/人群/价值主张） 二、场景选择分析（三标准/候选场景） 三、需求验证计划 四、差异化与壁垒（互补资产） 五、人机分工设计（AI/人/边界） 六、PMF 验证计划 ``` ## 边界 - 不编造产品数据（用户量/需求/市场）——用户未提供用行业常识做假设并标注 [假设] - AI 能力边界判断需谨慎：模型能力迭代快，以当下能力为准 - 定位需结合成本（Token）现实，不做无法盈利的定位 - 中国语境：生成式 AI 需备案，定位阶段就要考虑合规 ## 上下游衔接 上游：`ai-operations-master` 判断卡点。下游：`ai-operations-chatbot`（对话体验落地）、`ai-operations-growth`（增长承接）。 …
Read the whole file at its exact version.
How to install
mdr add luyu2026/skill-bible/ai-operations-positioning@sha256:dd852064250e1d14The 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_llym5zarzl6c535d)
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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 | 3,148 B | A | view · diff |
| git:20260930.08806af | 2026-09-30 | 08806af | 3,148 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 (3148 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_llym5zarzl6c535d GET https://markdownregistry.com/api/v1/resolve?ref=luyu2026/skill-bible/ai-operations-positioning GET https://markdownregistry.com/api/v1/blob/dd852064250e1d14a8bcc4f541eb2550e64769e3ec6fd5645c1847a889f2ffef
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.