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Ko5.6sol

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handsomeZR-netizen
ko5.6sol

Master Anti-AI Academic Paper Refactoring & Style Guide. Designed to K.O. (Knock Out) GPT-5.6 SOL's mechanical phrasing, convoluted "绕人" nested modifiers, formulaic transition words, empty abstract buzzwords, and self-defeating defensive disclaimers. Use when writing or refactoring academic papers (LaTeX/Markdown, Chinese/English) with GPT-5.6 SOL to achieve publication-ready tone.

Overview

PublisherhandsomeZR-netizen
Repositoryko5.6sol
Skill nameko5.6sol
Stars
103
Forks
4
Bundled files
Instructions only
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.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by handsomeZR-netizen on GitHub. Read the source before you install it.

Installation

Install the Ko5.6sol 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/handsomeZR-netizen/ko5.6sol/tree/main/.agents/skills/ko5.6sol
  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/handsomeZR-netizen/ko5.6sol.git /tmp/ko5.6sol
mkdir -p .claude/skills
cp -r /tmp/ko5.6sol/.agents/skills/ko5.6sol .claude/skills/ko5.6sol
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ko5.6sol 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 Ko5.6sol 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 Ko5.6sol 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.

Master 学术论文去 AI 机械感与 KO 5.6 SOL 指南 (ko5.6sol)

本 Skill 命名为 ko5.6sol,旨在彻底 KO(Knock Out)掉 GPT-5.6 SOL 模型在撰写与重构学术论文时的两大核心病态特征——“语言机械绕人”与“过度防御自我否定”。适用于中文与英文学术论文(包含 LaTeX .tex 源码与 Markdown / 纯文本语料)。


1. 技能定位与核心目标

  • 技能名称:ko5.6sol
  • 核心定位:专用于 GPT-5.6 SOL 模型及 Codex、Antigravity 的学术论文写作与精细润色。
  • KO 目标一:KO 机械感与缠绕句
    • 彻底击碎连续多重“的”字修饰从句(如:“基于X的Y的Z的机制”);
    • 强制删除 50+ 高频套路连接词(中文:进一步、由此可见、基于此;英文:thus hence moreover consequently);
    • 强制删除空洞抽象热词(中文:机制 支撑 动态;英文:robust pivotal underscores);
    • 限制平均句长(中文 15–25 字,英文 12–18 词),主谓宾主干显性化。
  • KO 目标二:KO 过度防御与自黑免责
    • 彻底清理 Discussion 和局限性中“本研究基于假数据/结果不可靠/不可用于实际/模型无意义”等自我打压套话;
    • 将局限性转化为专业、客观的“未来多中心扩展与技术演进方向”,保持符合顶刊标准的学术自信与科学克制。

2. 语言结构规范 (Language Streamlining)

2.1 中文解绕与定语瘦身

  • 消除多重“的”字从句:严禁连续嵌套 3 个以上的“的”字修饰结构。
  • 主谓宾主干显性化:多用具体的学术动作动词,复合句强制拆分为 2–3 个结构明晰的短句。
  • 句长控制:控制中文平均句长在 15–25 字之间,严禁产生超过 50 字的长难绕语句。

2.2 英文句法解绕

  • 主谓结构前置:减少被动从句与后置修饰成分的多重叠加(例:将 “...was designed as a workflow that restricts...” 改为 “...checks criteria in state order. It requests evidence only when...”)。
  • 句长控制:控制英文平均句长在 12–18 词之间,严禁产生超过 30 词的冗长句子。

3. 禁用词库与修辞替换规范 (Banned Artifacts)

3.1 禁用高频 AI 套路过渡词

  • 中文禁用词:进一步 由此可见 与此同时 基于此 鉴于 毫无疑问 显而易见 特别地 有鉴于此 综上所述 也就是说。
  • 英文禁用词:consequently thus hence moreover in addition it is worth noting that notably importantly to this end accordingly thereby specifically, this matters this motivates。

3.2 禁用空洞抽象热词

  • 中文禁用词:机制 支撑 动态 稳健/稳健性 范式 拓扑 耦合 协同 维度 全流程 精细化 解耦。
  • 英文禁用词:robust pivotal underscores crucial substantially exhibits tailored paradigm interplay holistic novel streamline nuanced imperative leverage harness delve tapestry。

4. 学术姿态与论述策略 (Strategic Academic Confidence)

4.1 扬长与凸显创新

  • 重点突出方法的核心创新设计、性能突破与实际应用价值。
  • 采用事实优先(Facts-First)的直叙策略,用客观量化数据说话。

4.2 消除自我否定与专业“避短”

  • 严禁写入自我否定的免责套话。
  • 将局限性分析重构为“专业技术拓展与未来多中心前瞻演进方向”。
  • 区分“模型模拟评估”与“真实观察测试”(例:使用 modelled burden reductions 而非夸大为 observed real-world cost savings)。

5. 代码与文档格式保护规则 (Code Firewall)

  • LaTeX 语法与宏保护:绝对不得破坏 \documentclass、\usepackage、\input{}、自定义宏定义(如 \MMDiscordN{})、\cite{} 引用、\label{} / \ref{} 交叉引用及数学公式。
  • 数据保留:修改文本修辞时,必须 100% 完好保留原有的实验数据表格与核心计算结果。

Frequently asked questions

What does the Ko5.6sol AI skill do?

Master Anti-AI Academic Paper Refactoring & Style Guide. Designed to K.O. (Knock Out) GPT-5.6 SOL's mechanical phrasing, convoluted "绕人" nested modifiers, formulaic transition words, empty abstract buzzwords, and self-defeating defensive disclaimers. Use when writing or refactoring academic papers (LaTeX/Markdown, Chinese/English) with GPT-5.6 SOL to achieve publication-ready tone.

Why use Ko5.6sol on TypingMind?

Because you install it once and use it with any model. Ko5.6sol 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 Ko5.6sol in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/handsomeZR-netizen/ko5.6sol/tree/main/.agents/skills/ko5.6sol. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Ko5.6sol?

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 Ko5.6sol?

As many as you like. As long as a model supports skills, you can use Ko5.6sol with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Ko5.6sol AI skill free?

Yes. It is published on GitHub by handsomeZR-netizen 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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