人会离开
dot-skill 不会 People leave.
Skills don't.
People leave. Skills don't. Bottle the wisdom. Summon forever.
已经走了的人、只活在书里的人、这辈子再也见不到的人—— The ones who are gone. The ones who only live in books. The icons you'll never actually meet.
那些你错过了、来不及问、再也见不到的—— Everyone you missed, never got to ask, or simply lost along the way —
统统蒸馏成 dot-skill，随时召唤 Distill anyone into a dot-skill. Summon them anytime.
不只是 Prompt，是真正的数字分身 Not Just a Prompt.
A Real Digital Twin.
那些你再也问不到的人——其实还没走远 The people you can't ask anymore? They haven't really left.
蒸馏，不是复制 Distillation, Not Karaoke
Distillation, Not Imitation不是把聊天记录喂给 GPT 让它背台词。而是提炼决策逻辑、工作方式、说话风格，让 Skill 真正"像那个人"。 We don't feed it chat logs and hope it memorizes the vibes. We extract decision patterns, work style, and communication habits — so the Skill actually *thinks* like them.
原材料随便扔 Garbage In, Gold Out
Any Source, Any Format飞书 / 钉钉 / Slack / 邮件 / GitHub PR / 截图 / PDF……能导出的全塞进来，边角料也算，多多益善。 Feishu / DingTalk / Slack / emails / GitHub PRs / screenshots / PDFs — throw everything in. Even a single group chat screenshot counts. We work with scraps.
自进化，自纠正 It Learns. You Win.
Self-Evolving, Self-Correcting发现 Skill 答错了？直接说「他不会这样做」——Skill 立刻记住，下次自动修正。比真人还好沟通。 Catch it being off? Just say 'nope, that's not how they'd do it.' The Skill updates itself on the spot. No arguments. No excuses. Just silent self-correction.
开放，不锁厂商 Open Standard. No Vendor Prison.
Open Standard, No Lock-inAgentSkills 开放标准，Claude Code / OpenClaw / 任何 MCP 客户端都能用。Skill 是你的，平台随你换。 AgentSkills open standard — works with Claude Code, OpenClaw, or any MCP client. Your Skill is yours. Swap platforms whenever you feel like it. We're not your landlord.
三步搞定，不需要 PhD Three Steps.
No PhD Required.
技术上是 RAG + 结构化 Prompt，体验上是那个人还在 Under the hood: RAG + structured prompts. In practice: feels like they never left.
喂原材料 Dump Everything In
Feed Raw Data
飞书记录、邮件线程、GitHub PR、截图、录音文字稿——能找到的全扔进来。哪怕只有一段群聊也能跑。 Feishu chats, email threads, GitHub PRs, screenshots, voice transcripts — throw it all in. Even a single group chat screenshot works.
自动蒸馏 Auto Distillation
Auto Distillation
大模型提取工作逻辑、决策风格、说话方式，生成结构化的 Work Skill + 5 层 Persona。不用你动手。 The model extracts decision logic, work style, and communication patterns — generating a structured Work Skill + 5-layer Persona. Zero effort on your part.
随叫随到 Summon Anytime
Summon Anytime
在 Claude Code 里 /一下，就像那个人坐在你旁边。问专业问题、让他 review 代码、请他拍板——全行。 Just /[slug] in Claude Code. Like having them sitting right next to you — ask anything, request a code review, get a decision. It all works.
// dot-skill 能蒸馏的，不只是一种人 // dot-skill distills more than just colleagues
离职的技术大牛、带过你的老板、共事三年的前辈 The brilliant teammate who quit before you could learn everything from them
已经离职的前辈、走散的导师、那个你后悔没多请教的人 The mentor who moved on, the teacher you never thanked, the one you regret losing touch with
反复重读的书、读不完的论文、某个领域的圣经 The book you keep re-reading, the paper you never finish, the field's holy text
请不起的顾问、约不到的专家、某个细分领域的神 The consultant you can't afford, the expert you can't reach, the legend of their niche
看一眼就懂了 See It In Action
这是真实的对话效果——不是话术，是蒸馏过的人 Real output. Not a scripted demo. This is what distillation actually looks like.
app.get('/user', (req, res) => {
const id = req.query.id;
db.query(`SELECT * FROM users
WHERE id = $${id}`);
});先看鉴权——接口完全没有身份验证，任何人能查任何用户，这是高危。
Auth first — zero authentication on this endpoint. Anyone can query any user. Critical severity.
然后是 SQL：$${id} 直接拼字符串，经典 SQL 注入，也是高危。
Then the SQL: $${id} concatenated directly — textbook SQL injection, also critical.
改法（按优先级）： Fixes (by priority):
低危的 error message 泄漏先加个 TODO，这版先把高危搞了。 Low-severity error message leak — TODO for later. Ship the criticals first.
// 以上回复来自 dot-skill，不是 GPT 瞎编的 // powered by dot-skill. not hallucinated by a generic GPT.
5 分钟上手，不是吹的 Up in 5 Minutes.
Not an Exaggeration.
选你顺手的方式，装完直接蒸馏 Pick your method, install, and start distilling
git clone https://github.com/titanwings/colleague-skill ~/.claude/skills/create-colleague安装到全局，所有项目均可用 Install globally — works across all your projects
git clone https://github.com/titanwings/colleague-skill ~/.openclaw/workspace/skills/create-colleagueOpenClaw 安装方式 Install via OpenClaw
git clone https://github.com/titanwings/colleague-skill
cd colleague-skill && pip install -r requirements.txt克隆仓库，手动配置 Clone the repo and configure manually
# 装完之后 # After Setup
在 Claude Code 里启动，按提示填信息 Run in Claude Code, follow the prompts
查看所有已生成的 Skill List all your distilled Skills
/[slug] 直接召唤 /[slug] to summon them instantly
蒸馏了什么好东西？
分享出来啊！ Distilled something great?
Share it with the world.
你蒸馏的那个人，可能正是别人找了很久的。 The person you distilled might be exactly who someone else has been looking for.
大牛、导师、某本书的作者、某个领域的专家——
提交到 Gallery，让更多人用上。 A brilliant engineer, a legendary mentor, a book author, a domain expert —
submit to the Gallery and let the world summon them too.