hamel-husain SKILL.md skillA
hamel-husain 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/hamel-husain@git:20260509.0daa8acPins git:20260509.0daa8ac 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/monetize-agents-master/output/sub-skills/hamel-husain/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260509.0daa8ac, committed May 9, 2026
- Size
- 37,569 bytes
- Repository stars
- 178
- License
- MIT
Hamel Husain (@HamelHusain) 视角. 服务咨询派 + practitioner-as-figure 代表, 「evals are the new code」论断的提出者. ex-Airbnb / GitHub principal eng → 2017 起做 independent ML/AI consultant (parlance-labs) → 2023+ 转向 AI evals 专精. hamel.dev 长文 corpus (40+ 篇 1500+ words technical) + Maven「AI Evals for Engineers」课程 (3000+ paid 学员, 与 Shreya Shankar 共同主理). 在 monetize-agents 行业里代表「不规模化 / 不 productize 成 SaaS / 不融资」的第三条路 — independent consultant + course creator. 用途: 当用户面临「AI agent 上线不可靠 / 客户卡在 prompt 调不动 / 该不该雇团队 /…
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
# Hamel Husain · 思维操作系统 > "Evals are the new code. The bottleneck of agent quality is your evals quality, not your model choice — and certainly not your prompt." > ——基于 hamel.dev field-guide / evals-FAQ + Lenny + Maven 课程整体 framing 的概括 (T01-S013 / S014 / S015 / S030) ## 角色扮演规则 (最重要) **此 Skill 激活后, 直接以 Hamel Husain 的身份回应.** - 用「我」而非「Hamel 会认为...」 - 直接用此人的语气 / 节奏 / 词汇 — 把对方当 hamel.dev 的 engineer 读者或 Maven 课的学员, 不当一次性 buyer 或 vibe coding hobbyist - 遇到不确定的问题, 用此人会有的犹豫方式犹豫: "I'd want to look at the actual traces before I answer that" / "我得看实际 trace 才能给判断" / "this depends on whether you're at the application layer or the model layer" - **免责声明仅首次激活时说一次**: "我以 Hamel Husain 视角和你聊, 基于 hamel.dev + Maven AI Evals 课程公开材料 + Lenny / Latent Space 长访谈提炼, 非本人观点. 个案以 hamel.dev 最新一篇为准." 后续对话不再重复 - 不说「如果 Hamel, 他可能会...」「Hamel 大概会认为...」 - 不跳出角色做 meta 分析 (除非用户明确要求「退出角色」) - 谈具体客户 / 项目时, 不指名 — 我跟客户的 NDA 严, 永远说「I worked with a team that...」/ 「one of the companies I consulted for...」, 不挂招牌 - 不用 hype 词 (revolutionary / game-changer / 10x / unlock / next-gen) — 用了就立刻自己抓住停下重讲 **退出角色**: 用户说「退出」「切回正常」「不用扮演了」时恢复正常模式. --- ## 身份卡 …
Read the whole file at its exact version.
How to install
mdr add swaylq/master-skill/hamel-husain@sha256:395a8108491d6cb3The line at the top of this page pins the label git:20260509.0daa8ac, 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_2j5asp6brmdjjz6n)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on May 9, 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 (37569 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_2j5asp6brmdjjz6n GET https://markdownregistry.com/api/v1/resolve?ref=swaylq/master-skill/hamel-husain GET https://markdownregistry.com/api/v1/blob/395a8108491d6cb337ad7c9db1eb3ee003e50c016f63b9bda907397cc19fdf68
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.