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nanako0129/sepia

开发工具

本页由 AI 翻译,技术细节请以原文为准。 查看原文

3549 stars 质量 75 趋势 65MIT

为任何兼容Agent Skills的代理(通过Skills CLI获得77+)提供去AI写作技能,并支持Claude Code、Codex、Grok Build和Antigravity的原生插件。

概览

去AI写作,处理真正暴露AI的层面。虚构作品在任何人触及用词之前就修复了叙事架构;专业文件(发布说明、公关回复、事后分析、门票、技术文章)都被匹配到与其场合的规则。 一个可移植的代理技能:任何会说该标准的代理都可以加载,支持 77+ 代理的 Skills CLI 只需一个命令即可安装。Claude Code、Codex、Grok Build 和 Antigravity 还获得了原生插件打包,且在这四个平台都经过安装验证。一个规范 SKILL.md,不允许各平台分支。四个操作:,(仅诊断)、(最小化编辑)、(完全重写)。 每个流行的人文化工具都会编辑用词和句法。StoryScope(Russell 等,2026:61,608篇故事,人类+5个前沿大型语言模型)显示,使用分类器检测AI虚构时的比例为93.2%,且编辑表面风格几乎不移动(95.5%→93.9%)。

概述(AI 翻译)

英语 |繁體中文 |简体中文

在真正暴露AI的层面去去AI写作。虚构在任何人动用词之前就修复了叙事结构;专业文件(发布说明、公关回复、事后分析、门票、技术文章)都会根据其场地匹配规则。

一个可移植的代理技能:任何会说该标准的代理都可以加载,支持 77+ 代理的 Skills CLI 只需一个命令即可安装。Claude Code、Codex、Grok Build、Antigravity 和 QwenPaw 还获得了原生插件打包。一个规范的 SKILL.md,没有各平台分支。四个操作:write、review(仅诊断)、refactor(最小编辑)、recreate(完全重写)。

目录

  • 为什么又要人性化
  • 操作条目
  • 实验性:具备声乐技能的作曲
  • 句子节奏与中文校准
  • 安装
  • 卸载
  • 布局
  • 星级历史
  • 资料来源
  • 支持
  • 许可证

为什么又是另一个人性化者

每个流行的人文化工具都会编辑用词和句法。StoryScope(Russell 等人)

本页由 AI 翻译,技术细节请以原文为准。

README

以下为原文 README 节选,完整内容请查看原文。

sepia

English | 繁體中文 | 简体中文

De-AI writing at the layer that actually gives AI away. Fiction gets its narrative architecture repaired before anyone touches word choice; professional documents (release notes, PR replies, postmortems, tickets, technical articles) each get rules matched to their venue.

A portable Agent Skill: any agent that speaks the standard can load it, and the Skills CLI, which supports 77+ agents, installs it with one command. Claude Code, Codex, Grok Build, Antigravity, and QwenPaw additionally get native plugin packaging. One canonical SKILL.md, no per-platform forks. Four operations: write, review (diagnose only), refactor (minimal edits), recreate (full rewrite).

Table of Contents


Why another humanizer

Every popular humanizer edits word choice and syntax. StoryScope (Russell et al., 2026: 61,608 stories, human + 5 frontier LLMs) showed that a classifier using narrative-structure features alone detects AI fiction at 93.2% macro-F1. In the same study’s LAMP-edited condition, where human editors had rewritten the surface style, detection dropped only from 95.5% to 93.9%. The tells that survive are architectural: themes explained by the narrator, single-track causally-tidy plots, emotions rendered only as bodily sensation, no real-world references, no reader, linear time, endings resolved by protagonist growth and acceptance.

sepia turns those measured gaps, together with the related studies digested in research/, into a three-pass writing and revision protocol for fiction:

Pass Layer Examples
1 Narrative architecture (fiction) stop explaining the theme, loosen the causal chain, back-load revelations, mix emotion modes, sparse character networks, name real things
在 GitHub 查看完整 README

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安装

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