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Lzheng Training Expert Library

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LZheng0411
lzheng-training-expert-library

为 Lzheng 计划、力量周期、训练复盘和停训接回 Skill 提供六个可移植、来源限定的训练专家模块,包含来源边界、覆盖矩阵、问题路由、知识卡、协作选择和验证状态;用于内部选择最少必要专家并保留分歧条件,不作为名人角色扮演、医疗诊断或独立动态处方入口。

Overview

PublisherLZheng0411
RepositoryLzheng-fitness
Skill namelzheng-training-expert-library
Stars
137
Forks
10
Bundled files
120
LicenseMIT
Links
  • 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.

  • 120 bundled files

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

  • Open source

    Published by LZheng0411 on GitHub. Read the source before you install it.

Installation

Install the Lzheng Training Expert Library 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/LZheng0411/Lzheng-fitness/tree/main/skills/lzheng-training-expert-library
  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/LZheng0411/Lzheng-fitness.git /tmp/Lzheng-fitness
mkdir -p .claude/skills
cp -r /tmp/Lzheng-fitness/skills/lzheng-training-expert-library .claude/skills/lzheng-training-expert-library
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Lzheng Training Expert Library 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 Lzheng Training Expert Library 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 Lzheng Training Expert Library 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.

Lzheng 训练专家知识库

这是 Lzheng 健身套件的内部知识层。它让主 Skill 能读取完整蒸馏模块,而不是只依赖一页通用摘要。

使用顺序

  1. 先读 专家选择协议,把问题拆成会改变结论的变量。
  2. 再读 专家登记表,选择最少必要专家;通常 1 位,只有独立变量或真实冲突才增加。
  3. 进入 references/experts/<expert-id>/,先读 module.json 和入口文件,再按模块内部路由读取知识卡、框架或边界。
  4. 只把来源限定判断交给计划、周期、复盘或接回 Skill;当前事实、最终处方、写入和安全分流仍归主 Skill。
  5. 实际采用专家时按 输出协议 展示;没有采用时不增加专家区块。

六个模块

  • Alan Aragon:营养、宏量、补给、依从性和维持。
  • Brad Schoenfeld:肌肥大机制、训练变量和增长测量。
  • Brukner 与 Khan:仅在已获专业允许活动后处理保守康复进阶、返场验证和二级预防。
  • Dan John:Point A、训练缺口、回到基础和低疲劳重复。
  • Eric Helms:依从性、训练结构、渐进、减载和峰值。
  • Greg Nuckols:力量瓶颈、专项性、变量实验、周期化和技术假设。

每个模块都包含版本边界和验证状态。content_ready_entry_acceptance_pending 表示内容、结构和路由已可审计,但真实主入口验收仍待完成;不得改写成“已全面验证”。

安全与版权边界

  • 不复制或输出整本书、原始 PDF/EPUB、文章快照或大段原文。
  • 不模拟专家本人,不声称代表其最新观点。
  • 不用旧版书替代当前医疗指南、专业评估或公共安全标准。
  • 疼痛、急性创伤、胸部不适、晕厥、异常气短、进行性神经症状、术后或疾病先走安全分流。
  • 专家模块无权覆盖用户当次确认、当前计划、执行基准或动态记录。

验证

修改模块、登记表或选择协议后运行:

powershell
python scripts/validate_expert_library.py

只有结构、隐私、链接、路由样例和状态一致性全部通过,才能声明公开专家库可安装、可访问。

Bundled files

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

and 60 more files.

Frequently asked questions

What does the Lzheng Training Expert Library AI skill do?

为 Lzheng 计划、力量周期、训练复盘和停训接回 Skill 提供六个可移植、来源限定的训练专家模块,包含来源边界、覆盖矩阵、问题路由、知识卡、协作选择和验证状态;用于内部选择最少必要专家并保留分歧条件,不作为名人角色扮演、医疗诊断或独立动态处方入口。

Why use Lzheng Training Expert Library on TypingMind?

Because you install it once and use it with any model. Lzheng Training Expert Library 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 Lzheng Training Expert Library in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/LZheng0411/Lzheng-fitness/tree/main/skills/lzheng-training-expert-library. 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 Lzheng Training Expert Library?

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 Lzheng Training Expert Library?

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

Is the Lzheng Training Expert Library AI skill free?

Yes. It is published on GitHub by LZheng0411 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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