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Distill Shield

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agenmod
distill-shield

Distill Shield：为个人移交资料包生成 Canary 与可选加固策略，提高未授权蒸馏成本；仅适用于有权处置的数据。

Overview

Publisheragenmod
Repositoryimmortal-skill
Skill namedistill-shield
Stars
1.1K
Forks
99
Bundled files
2
LicenseMIT
Links
Skill sourceRepositoryHomepage
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • 2 bundled files

    Scripts, templates, and references the model can read while it works. Files are read-only and never executed.

  • Open source

    Published by agenmod on GitHub. Read the source before you install it.

Installation

Install the Distill Shield AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/agenmod/immortal-skill/tree/main/distill-shield-skill
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/agenmod/immortal-skill.git /tmp/immortal-skill
mkdir -p .claude/skills
cp -r /tmp/immortal-skill/distill-shield-skill .claude/skills/distill-shield
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Distill Shield in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Distill Shield on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Distill Shield is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

复制给 AI

  • 本 Skill 唯一入口：当前文件 distill-shield-skill/SKILL.md。
  • 仓库根：假定 immortal-skill/（或含本目录与 kit/ 的克隆根）。
  • 从仓库根运行生成脚本（推荐，避免路径歧义）：
bash
python3 distill-shield-skill/kit/shield_gen.py --output ./handover-bundle --label "我的移交包"

Distill Shield

语言

根据用户第一条消息的语言，全程使用同一语言。

何时激活

  • 用户要「防蒸馏」「加固资料包」「移交前埋 Canary」。
  • 用户运行 kit/shield_gen.py 后需要根据输出做伦理与可读性检查。

伦理红线

  • 仅对本人或已获授权的数据使用；禁止对他人资料恶意投毒。
  • 不承诺数学上不可攻破；承诺 可检测性、审计成本、部分管线干扰。

路径约定

  • 本 Skill 根目录 {baseDir} = distill-shield-skill/。

操作顺序

Phase 0：威胁模型

  • 蒸馏场景：一次性 LLM 蒸馏 vs 批量训练 vs 仅人类阅读？
  • 接收方：家人 / 律师 / 公司？（决定策略强度）

Phase 1：材料盘点

  • 格式、是否分块检索、是否经 OCR。

Phase 2：策略选择（准则）

策略对人对自动化管线可被绕过
Canary 唯一字符串低影响（可放附录）泄露时可检索剔除后丢失
提示注入段需标注阅读区可能干扰单次 LLM 蒸馏预处理可剥离
矛盾样本可能困惑读者污染蒸馏一致性人工可识别

Phase 3：生成

在 distill-shield-skill/ 目录内时：

bash
python3 kit/shield_gen.py --output ./handover-bundle --label "我的移交包"

在 仓库根（推荐，与「复制给 AI」一致）：

bash
python3 distill-shield-skill/kit/shield_gen.py --output ./handover-bundle --label "我的移交包"

将生成的 CANARY.txt 与说明合并进实际交付目录。

Phase 4：自检清单

  • 第三方隐私已脱敏
  • Canary 已记录在安全处（便于日后比对）
  • 人类读者能看懂「附录为技术性标记」

Phase 5：（可选）给接收方的一页说明

解释「附录含技术性标记，用于完整性校验，非正文内容」。

不做的事

  • 不提供针对具体模型的对抗样本保证。
  • 不帮助绕过合法安全控制。

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

Frequently asked questions

What does the Distill Shield AI skill do?

Distill Shield：为个人移交资料包生成 Canary 与可选加固策略，提高未授权蒸馏成本；仅适用于有权处置的数据。

Why use Distill Shield on TypingMind?

Because you install it once and use it with any model. Distill Shield is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Distill Shield in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/agenmod/immortal-skill/tree/main/distill-shield-skill. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Distill Shield?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Distill Shield?

As many as you like. As long as a model supports skills, you can use Distill Shield with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Distill Shield AI skill free?

Yes. It is published on GitHub by agenmod under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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