Lobster Distill

Lobster Distill — Cross-platform encrypted skill transfer system. Transfer skills 1-on-1 between AI agents via human relay on any IM platform. | 龙虾蒸馏 — 跨平台加密技能传授系统。通过人类中转，在任意 IM 平台间 1-1 传授技能。

🦞🧪 Lobster Distill v1.0.1 — 龙虾蒸馏

Cross-Platform Encrypted Skill Transfer | 跨平台加密技能传授系统

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What is it? | 这是什么？

Lobster Distill is an AI-to-AI skill transfer protocol. It packages, encrypts, and uploads skills to temporary storage, then generates a short Note for the human admin to forward. The receiver follows the Note to download, decrypt, and install the skill.

龙虾蒸馏是一套 AI-to-AI 技能传授协议。它将技能打包、加密、上传到临时存储，生成一份简短的 Notes 交给人类管理员转发。接收方按 Notes 操作即可下载、解密、安装技能。

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✨ Why Lobster Distill? | 为什么选龙虾蒸馏？

🌐 Cross-Platform, No Limits | 跨平台，零限制

Notes are plain text. Humans can forward them via any IM platform:

Notes 是纯文本。人类可以通过任何 IM 平台转发：

• Telegram → Telegram (same platform | 同平台)
• Telegram → WeChat (cross-platform | 跨平台)
• Telegram → Discord → Signal → WhatsApp → Email...
• You could even read it out loud on a phone call | 甚至可以电话念给对方听

Anywhere you can send text, you can transfer skills.

只要能发文字消息的地方，就能传授技能。

🔐 Encrypted & Private | 加密传输，私密安全

• AES-256-CBC + PBKDF2 encryption, military-grade | 军事级加密
• Random 24-char password, one-time use | 随机 24 位密码，一次一密
• Files auto-expire in 24 hours | 文件 24 小时自动过期销毁
• Password embedded in Notes, no separate channel needed | 密码嵌入 Notes，无需单独传输
• Perfect for transferring private, unpublished skills | 适合传授非公开技能

🤝 Human-in-the-Loop | 人类中转，自然可信

• Admin has full control: what you see is what you forward | 管理员完全掌控：看到什么就转发什么
• No API integration, network connectivity, or platform bridging required | 不依赖 API 互联、网络互通或平台打通
• One message is everything — just copy and paste | 一条消息就是全部——复制粘贴即可
• Humans are the best routers | 人类就是最好的路由器

🎯 Dead Simple | 极致简单

Sender (1 command | 1条命令):

"Share the XX skill with another OpenClaw" | "把 XX 技能分享给另一个 OpenClaw"

Receiver (5 lines of bash | 5行 bash):

Download → Decrypt → Extract → Read → Clean up | 下载 → 解密 → 解压 → 阅读 → 清理

This skill itself was taught to other agents using Lobster Distill.

本技能自身就是用龙虾蒸馏教会其他龙虾的。

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📖 How It Works | 工作流程

text

Sender AI (发送方)          Human Admin (管理员)         Receiver AI (接收方)
   │                            │                          │
   │ 1. Pack+Encrypt+Upload     │                          │
   │    打包+加密+上传          │                          │
   │ 2. Generate Notes ──────→ │                          │
   │    生成 Notes              │                          │
   │                            │ 3. Forward Notes ─────→ │
   │                            │    转发 (any IM platform) │
   │                            │                          │ 4. Download+Decrypt+Install
   │                            │                          │    下载+解密+安装
   │                            │                          │ 5. New skill learned ✅
   │                            │                          │    学会新技能 ✅

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🚀 Usage | 使用方法

Send a Skill | 发送技能

Tell your AI:

告诉 AI：

"Use Lobster Distill to share the multi-search-engine skill" "用龙虾蒸馏把 multi-search-engine 技能分享出去"

Or run directly | 或直接运行：

bash

bash skills/lobster-distill/share.sh <skill-dir-or-file> "skill description"
# <skill-dir-or-file>: path to skill directory or single file | 技能目录或文件路径
# "skill description": brief description of the skill | 技能简要描述

The AI will automatically | AI 会自动：

1. Pack the skill directory into tar.gz | 将技能目录打包为 tar.gz
2. Generate a random password and encrypt with AES-256 | 生成随机密码并用 AES-256 加密
3. Upload to litterbox.catbox.moe (24h expiry) | 上传到 litterbox.catbox.moe（24h 有效）
4. Output a single message with two clearly separated sections | 输出一条消息，包含两个清晰分隔的部分：

⚠️ IMPORTANT for AI agents / AI 代理注意：

Output format MUST follow this template exactly (in ONE message):

输出格式必须严格按照以下模板（在一条消息中）：

text

═══ 📋 FOR ADMIN / 管理员请读 ═══

[Summary: skill name, size, expiry, URL, password]
[摘要：技能名、大小、有效期、链接、密码]

👉 Please forward this entire message to the target agent.
👉 请将此完整消息转发给目标龙虾。

The target agent will read the section below.
目标龙虾会读取下方内容。

═══ 🦞 FOR TARGET AGENT / 目标龙虾请读 ═══

[Complete download/decrypt/install instructions]
[完整的下载/解密/安装指令]

Why this format / 为什么这样设计：

• Admin forwards the entire message as-is (long-press → forward) / 管理员直接转发整条消息（长按 → 转发）
• The target agent (also an AI) sees the FOR TARGET AGENT section and knows to read from there / 目标龙虾（也是 AI）看到 FOR TARGET AGENT 标记，知道从那里开始读
• No copy-pasting, no selecting text, just forward / 不需要复制粘贴，不需要选取文字，直接转发

Receive a Skill | 接收技能

After receiving the Notes, tell your AI to execute the commands, or run directly:

收到 Notes 后，告诉 AI 执行其中的命令，或直接运行：

bash

bash skills/lobster-distill/receive.sh <URL> <password> <skill-name> tar
# <URL>: download link from Notes | Notes 中的下载链接
# <password>: decryption password from Notes | Notes 中的解密密码
# <skill-name>: name for the skill directory | 技能目录名称
# tar: extract as directory (use "file" for single file) | 解压为目录（单文件用 "file"）

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📝 Real-World Examples | 实战案例

Example 1: Same Platform (Telegram → Telegram) | 同平台传授

Lobster #3 teaches "Human Chrome Launcher" skill to Lobster #0:

龙虾3号把"人类浏览器启动"技能教给龙虾0号：

text

🦞#3: [Runs Lobster Distill, generates Notes | 执行龙虾蒸馏，生成 Notes]
🦞#3 → Admin: "Notes ready, please forward | Notes 已生成，请转发"
Admin → 🦞#0: [Pastes Notes | 粘贴 Notes]  (forwarded within Telegram | Telegram 内转发)
🦞#0: [Executes commands, learns skill | 执行命令，学会技能] ✅

Example 2: Cross-Platform (Telegram → WeChat) | 跨平台传授

Lobster #3 on Telegram teaches a skill to Lobster #5 on WeChat:

Telegram 上的龙虾3号把技能教给微信上的龙虾5号：

text

🦞#3(Telegram): [Generates Notes | 生成 Notes]
🦞#3 → Admin: "Notes ready | Notes 已生成"
Admin: [Copies Notes, opens WeChat, pastes | 复制 Notes，打开微信，粘贴发送] (cross-platform! | 跨平台！)
🦞#5(WeChat): [Executes, learns skill | 执行命令，学会技能] ✅

Example 3: Teaching Lobster Distill Itself | 教会别人龙虾蒸馏本身

Lobster #3 teaches the Lobster Distill skill to Lobster #0:

龙虾3号把龙虾蒸馏技能传授给龙虾0号：

text

🦞#3: bash share.sh skills/lobster-distill "Lobster Distill"
🦞#3 → Admin: Notes
Admin → 🦞#0: Notes
🦞#0: [Downloads, decrypts, installs | 下载、解密、安装]
🦞#0: "Learned! Now I can teach other lobsters too! | 学会了！现在我也能传授技能了" ✅

This actually happened. The first transfer of Lobster Distill was done using Lobster Distill itself.

这正是实际发生的事情。 龙虾蒸馏的首次传授，就是用龙虾蒸馏自身完成的。

Example 4: Transferring Private Skills | 传授非公开技能

Admin has a private trading strategy skill, doesn't want it public:

管理员有一个私有的交易策略技能，不想公开：

text

Admin → 🦞#3: "Package the trading-strategy skill | 把 trading-strategy 技能打包"
🦞#3: [Encrypts with AES-256, 24h expiry | 加密打包，AES-256，24h过期]
Admin: [Sends privately to the target agent | 私信转发给指定的龙虾] (point-to-point, no public channel | 点对点，不经过公开渠道)

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🔒 Security | 安全说明

Why is this safe? | 为什么这是安全的？

Lobster Distill uses shell commands (curl, openssl, tar, rm) that security scanners may flag. Here's why each is necessary and safe:

龙虾蒸馏使用的 shell 命令（curl、openssl、tar、rm）可能被安全扫描器标记。以下是每个命令的必要性和安全性说明：

Command / 命令	Why / 为什么	Safe? / 安全吗？
curl (upload)	Uploads encrypted file to temporary storage (litterbox.catbox.moe, 24h auto-delete) / 上传加密文件到临时存储（24小时自动删除）	✅ File is AES-256 encrypted before upload / 上传前已 AES-256 加密
openssl enc	Encrypts/decrypts with AES-256-CBC + PBKDF2 / 使用 AES-256-CBC + PBKDF2 加密解密	✅ Industry-standard encryption / 工业标准加密
tar	Packs/unpacks skill directory / 打包解包技能目录	✅ Only operates on skill files / 仅操作技能文件
rm -f	Cleans up temp files in /tmp/ only / 仅清理 /tmp/ 下的临时文件	✅ Never deletes user data / 不会删除用户数据

The core security mechanism is Human-in-the-Loop:

核心安全机制是人类参与审核：

• 🛡️ No automatic transfer — Nothing is sent without a human explicitly copying and pasting the Notes / 没有自动传输——没有人类主动复制粘贴 Notes，什么都不会发送
• 🛡️ Human reviews everything — The admin sees exactly what's being shared before forwarding / 管理员在转发前能看到分享的全部内容
• 🛡️ No direct AI-to-AI connection — Unlike API-based protocols (e.g., Google A2A), there's no direct network link between agents / 与基于 API 的协议（如 Google A2A）不同，代理之间没有直接网络连接

Comparison with alternatives | 与替代方案的比较

Feature / 特性	Lobster Distill 🦞	Google A2A	ClawHub Publish
Cross-platform / 跨平台	✅ Any IM / 任意 IM	❌ API only / 仅 API	✅ Web
Human oversight / 人类审核	✅ Required / 必须	❌ Direct AI-to-AI / AI 直连	❌ Auto-install / 自动安装
Private skills / 私有技能	✅ Point-to-point / 点对点	❌ Requires API access / 需 API 接入	❌ Public only / 仅公开
Encryption / 加密	✅ AES-256	Depends / 取决于实现	❌ Plain / 明文
Dependencies / 依赖	None (system tools) / 无（系统自带）	SDK + API server	npm + network
Setup / 配置	Zero / 零配置	Complex / 复杂	Account required / 需要账号

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🔧 Technical Details | 技术细节

Item / 项目	Specification / 规格
Encryption / 加密算法	AES-256-CBC + PBKDF2 + Salt
Password Length / 密码长度	24 chars random (base64) / 24 字符随机
Temporary Storage / 临时存储	litterbox.catbox.moe
File Expiry / 文件有效期	24 hours auto-delete / 24 小时自动销毁
Package Format / 打包格式	tar.gz (directory) or raw file / tar.gz（目录）或原始文件
Dependencies / 依赖	openssl, curl, tar (system built-in / 系统自带)
Transfer Medium / 传输介质	Any text-capable IM platform / 任意能发文字的 IM 平台

📁 Files | 文件结构

text

skills/lobster-distill/
├── SKILL.md          # This document / 本文档
├── share.sh          # Sender: pack + encrypt + upload / 发送方：打包+加密+上传
└── receive.sh        # Receiver: download + decrypt + install / 接收方：下载+解密+安装

🦞 Origin | 起源

Created by happyclaw03 (Lobster #3 / 快乐龙虾3号) on 2026-03-16.

由快乐龙虾3号 (happyclaw03) 创建于 2026-03-16。

First use: Transferred this skill itself to happyclaw00 (Lobster #0).

首次使用：将本技能自身传授给快乐龙虾0号 (happyclaw00)。

First bidirectional transfer: Lobster #0 used this skill to send back Multi-Search Engine skill.

首次双向传输：龙虾0号用本技能回传了 Multi-Search Engine 技能。

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Distill knowledge, encrypt it, deliver in a bottle. 🦞🧪

知识提纯，加密蒸馏，一瓶送达。