Distill Shield

by agenmod

Distill Shield is an AI Engineering skill for Claude Code, published by agenmod in immortal-skill.

991 stars88 forkson agenmod/immortal-skillAdded 2026/08/21Repository updated 2026/04/15

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agent-skillsai-agentchatbotcursordigital-immortalitydigital-twindistillationfeishullmopenclawpersonasoul-specwechat

Install in seconds

Install Distill Shield

Copy Distill Shield into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/agenmod/immortal-skill/tree/main/distill-shield-skill ~/.claude/skills/distill-shield-skill

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/agenmod/immortal-skill.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: distill-shield-skill/SKILL.md in agenmod/immortal-skill
Installs to: ~/.claude/skills/distill-shield-skill
Collection: One of 7 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Distill Shield does

Distill Shield generates Canary markers and optional hardening strategies for personal handover bundles to raise the cost of unauthorized distillation. Use it only for data you own or are authorized to handle.

Distill Shield is cataloged under AI Engineering on DirSkills. Distill Shield comes from a repository tagged agent-skills, ai-agent, chatbot, cursor and digital-immortality.

Documentation

README

Excerpt

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）：

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

聚合入口：FOR_AI.md 第三节。

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）

This is the opening of the README. Read the full README on GitHub.

Frequently asked about Distill Shield

What else does agenmod publish alongside Distill Shield?
Distill Shield is one of 7 skills that DirSkills catalogs from agenmod/immortal-skill, the repository it ships in. Its siblings there include Chen Yun Demo, Digital Immortality and Distill Protocol. Each one is a separate skill with its own page in this directory, installs the same way Distill Shield does, and is maintained by agenmod in that same repository. The rest of the collection is listed on the agenmod/immortal-skill page.
How does Distill Shield compare to other AI Engineering skills?
Distill Shield ranks #1377 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Distill Shield against them. Open each page to compare what they document and how they install.