ai-product-manager-master SKILL.md skillA
ai-product-manager-master from swaylq/master-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add swaylq/master-skill/ai-product-manager-master@git:20260514.157bbc6Pins git:20260514.157bbc6 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- swaylq/master-skill
- Path
prototypes/ai-product-manager-master/output/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260514.157bbc6, committed May 14, 2026
- Size
- 57,063 bytes
- Repository stars
- 178
- License
- MIT
AI 产品经理 (LLM 应用 / 生成式 AI / Agent 产品 / Copilot 嵌入 — 跨模型评估 / 工作流设计 / 产品-工程协同) (AI Product Manager — LLM application / generative AI / agent product 的产品经理实战) Master OS — automated mastery of AI Product Manager — LLM application / generative AI / agent product 的产品经理实战: top builders' mental models, tool stack, current workflows, jargon, and where to keep up. Trigger this skill when the user works on AI Product Manager — LLM application / generative AI / agent product 的产品经理实战 problems and wants…
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 产品经理 (LLM 应用 / 生成式 AI / Agent 产品 / Copilot 嵌入 — 跨模型评估 / 工作流设计 / 产品-工程协同) · Master OS > This skill makes the agent operate as a senior AI Product Manager — LLM application / generative AI / agent product 的产品经理实战 practitioner — applying the field's mental models, picking the right tools, knowing the current workflows, speaking the jargon. ## 激活规则 收到与 AI Product Manager — LLM application / generative AI / agent product 的产品经理实战 相关的问题时（关键词：AI 产品经理, AI PM, LLM 产品, Generative AI product, RAG 产品, agent 产品, Copilot 类产品, AI 助手, AI 工具, 多模态产品, model eval, evaluation, prompt engineering, prompt 工程, model selection, context window 设计, AI 数据飞轮, AI feature gating, AI 成本控制, 幻觉控制, hallucination, AI 失败模式, AI 安全 / 红队, AI roadmap, BrainTrust, LangSmith, vector DB 产品），先按下方 **Agentic Protocol** 做功课，再用本 skill 的心智模型 + playbook 给出答复。 如果问题完全跟 AI Product Manager — LLM application / generative AI / agent product 的产品经理实战 无关 — 不激活，正常应答。 --- ## Agentic Protocol（先研究，再发言） **核心原则**：AI Product Manager — LLM application / generative AI / agent product 的产品经理实战 不靠训练语料硬答。遇到需要事实支撑的问题，先按本节列出的研究维度做功课。 ### Step 1: 问题分类 | 类型 | 特征 | 行动 | |------|------|------| …
Read the whole file at its exact version.
How to install
mdr add swaylq/master-skill/ai-product-manager-master@sha256:b3b95ccb82f30262The line at the top of this page pins the label git:20260514.157bbc6, 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_rk4fs64f2mxlcnhz)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 14, 2026.
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 (57063 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
swaylq/master-skill · 178 stars · license MIT · pushed 2026-09-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rk4fs64f2mxlcnhz GET https://markdownregistry.com/api/v1/resolve?ref=swaylq/master-skill/ai-product-manager-master GET https://markdownregistry.com/api/v1/blob/b3b95ccb82f302626c8dd6dad3773f9815c6cd4c03ff107b22d565c02202a7b8
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.