chore: import upstream snapshot with attribution
This commit is contained in:
wehub-resource-sync
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<h1 align="center">
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<img src="logo.svg" alt="Cheat on Content" width="720">
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</h1>
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<h2 align="center">Cheat on Content</h2>
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<p align="center">
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<a href="../README.md"><strong>English</strong></a>
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·
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<strong>简体中文</strong>
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</p>
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<p align="center">
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<a href="https://watcha.cn/products/cheat-on-content">
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<img src="guancha-no1.svg" alt="Watcha Hot List · 观猹热榜 · #1" width="328">
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</a>
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</p>
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<p align="center">
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<a href="../CHANGELOG.md"><img src="https://img.shields.io/badge/version-v0.1.0-orange" alt="Version"></a>
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<a href="../LICENSE"><img src="https://img.shields.io/badge/license-MIT-blue.svg" alt="License"></a>
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</p>
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<p align="center">
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网红作弊器 — 把每一条内容变成可校准的实验。
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</p>
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<p align="center">
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你正在读这段话——这个 skill 预测过了。<br>
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它把博主的每一次"我感觉这条会爆"变成可校准的实验。<br>
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我用它一个月涨粉 100w。它说我会写这段，我就写了。<br>
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你停下来思考"这是不是真的"——也在它的预测里。
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</p>
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---
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## 🎬 它真正在干什么
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大部分创作者活在同一个赌局里：
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> 发布 → 数据出来 → 学不到东西 → 下一次继续赌
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跑过 200 条的博主跟跑过 1 条的差距不到 10%——因为他们没在每次赌局后**记账**。
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**网红外挂**让每一次判断都被记录、被复盘、被吸收进下一次：
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📊 打分 → 🎯 盲预测 → 🚀 发布 → 📈 T+3 天复盘 → 🧬 进化你的评分公式
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这不是 motivation，是 **compounding**——你不复盘的每一篇，都是在折损"看见自己"的能力。
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跑一个月 = 你有了一份**只属于你的爆款公式**。
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跑三个月 = 你比刚开始的自己强 10 倍。
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---
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## 🌀 起源
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> 我以前完全不信宿命论。直到这个 skill 让我拍了一条视频——它甚至预测了这条视频能跑多少流量。
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>
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> 我试图用集体观测证伪它，把这事告诉观众，希望量子坍缩改变轨迹。
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>
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> 数据是准的。
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>
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> 我没逃出宿命论，只是从一阶跳到了二阶。
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>
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> 如果连我的觉醒、连观众的观测都在它的预设里——
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> 此时此刻你读到这段：是出于好奇，还是正在完成算法的最后一次落位？
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>
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> —— 创作者本人
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---
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## ⚖️ 它和别的"创作工具"哪里不一样
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| 别人 | 这个 |
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|---|---|
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| 给你"灵感" | 让你**自己的灵感被量化** |
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| AI 帮你写 | AI 帮你**判**——稿子还是你的 |
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| 一发发 10 个版本 A/B 测 | 一发就**赌**——把判断写下来，数据出来对账 |
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| 静态数据看板 | **会进化的评分公式**——你三个月后的 rubric 已经不是初始版 |
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一句话：别的工具帮你"产出更多"，这个工具帮你"判得更准"。
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---
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## 🤔 那 ChatGPT / 豆包 / DeepSeek 不是也能干这个？
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那是**通用助手**——对所有人说同样的话。你问"我这条会爆吗"，它的答案是从全网平均经验拟合出来的，跟你的账号没关系。明天再问一遍，答案还是上次那个——**它不记得你，更不会因为你而变**。
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这套是**你自己的运营专家**，只服务你这一个账号：
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- 评分公式从**你的**历史数据反推，不是通用训练分布
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- 每发一条它就更新一次对你账号的理解——三个月后判断准度比刚开始强 10 倍（**自动进化**）
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- 它知道你的对标账号、你的发布 cadence、你最近三次为什么扑——这些 ChatGPT 第一句话就忘了
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通用 LLM 帮所有人；这套帮你**这个**账号。
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---
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## 🛡️ 它怎么让循环真的能进化
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📝 **每条都留底**：发布前打分、写预测，全程存档。三天后回来对账——你哪里准、哪里偏，**一目了然**，不再是模糊的"感觉这次没发好"。
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🔁 **越用越准**：连续三次同方向偏差，工具自动催你升级评分公式。**你不主动它也催**。
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🛡️ **升级有刹车**：换公式必须用新公式重判所有历史样本，能比旧公式更准才放行；还要跨模型独立审一次——**防你自己骗自己**。
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🪒 **rubric 是工作台不是博物馆**：被推翻的观察删，被吸收的也删。永远只放当下最有用的。
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---
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## 📦 安装
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```bash
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git clone https://github.com/XBuilderLAB/cheat-on-content.git
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cd cheat-on-content
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bash install.sh
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```
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> ⚠️ **从 v0.x 升级？** `git pull` 后在你的内容项目里跑 `/cheat-migrate`。**1.3 → 1.4 是 blind channel 完整性 BREAKING 修复**——拆分 `rubric_notes.md` 防止 blind sub-agent 通过白名单读到实绩。不跑迁移的话 blind 打分会持续标 `non_blind_warning`。详见 [CHANGELOG](../CHANGELOG.md) 和 [migrations/1.3-to-1.4.md](../migrations/1.3-to-1.4.md)。
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14 个子 skill 软链接到你 agent 的 skill 目录。装一次，所有内容项目都能用。
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**支持的 agent**：Claude Code（默认）· Codex（`bash install.sh --codex`）· 两个都装（`bash install.sh --all`）
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> 冻结版本：`bash install.sh --copy` / `bash install.sh --codex --copy`
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>
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> 卸载：`bash uninstall.sh` / `bash uninstall.sh --codex`（不动你的内容数据）
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---
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## 🚀 第一次跑
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在你的内容项目目录里打开支持 skill 的 agent，说：
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```
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初始化 cheat-on-content
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```
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5 个 yes/no 搞定 onboarding。**强烈建议导对标账号**——5-10 条样本 → 工具立刻有 anchor，不然前 5 篇预测精度 ±50%。
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---
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## ⚡ 日常用法
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```
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打分这篇 scripts/<...>.md → 评分
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启动预测 scripts/<...>.md → 盲预测 + 决策日志
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拍了 scripts/<...>.md → 建 video folder + buffer +1
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已发布 https://... → buffer -1
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复盘 videos/<...>/ → T+3d 数据回收 + 复盘
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状态 / 抓热点 / 找选题 / 升级 rubric / 找对标
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```
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支持 hook 的 agent 每次开会话自动报告 buffer + 待复盘 + top 候选——你不用主动问。其他 agent 直接说 `状态` 即可。
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完整工作流 + 子 skill 细节见 [SKILL.md](../SKILL.md)。
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---
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## 📈 Star History
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<a href="https://star-history.com/#XBuilderLAB/cheat-on-content&Date">
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<img src="star-history.svg" alt="Star History Chart" width="720">
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</a>
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---
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## 📜 License
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MIT。商用、改造、闭源接入都行。
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---
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*这是作弊吗？计算器也是。Google 也是。*
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*未来从不奖励努力——它只奖励先看见规律的人。*
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*你看到这一行——也是它预测的。*
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@@ -0,0 +1,19 @@
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<?xml version='1.0' encoding='utf-8'?>
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<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 228 55" width="228" height="55" role="img" aria-label="Watcha Hot List · 观猹热榜 · #1 Trending · 热榜第一">
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<title>Watcha Hot List · 观猹热榜 — #1 Trending · 热榜第一</title>
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<!-- Laurel wreath (generic laurel-icon path, MIT, from upstream asset). -->
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<svg viewBox="0 0 80 80" width="48" height="45" x="10" y="6">
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<!-- "1" centered in wreath -->
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<text x="34" y="35" font-family="Arial, sans-serif" font-size="20" font-weight="700" fill="#A87600" text-anchor="middle">1</text>
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<!-- Top label (English first, then Chinese) -->
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<text x="64" y="20" font-family="Arial,'PingFang SC','Microsoft YaHei',sans-serif" font-size="10" font-weight="400" fill="#A87600">Watcha Hot List · 观猹热榜</text>
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<!-- Main heading (English first, then Chinese) -->
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<text x="64" y="40" font-family="Arial,'PingFang SC','Microsoft YaHei',sans-serif" font-size="15" font-weight="700" fill="#A87600">#1 Trending · 热榜第一</text>
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</svg>
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||||
|
After Width: | Height: | Size: 4.8 KiB |
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<circle cx="40" cy="20" r="6" fill="#ffbd2e"/>
|
||||
<circle cx="58" cy="20" r="6" fill="#27c93f"/>
|
||||
|
||||
<!-- titlebar text -->
|
||||
<text x="372" y="25"
|
||||
font-family="ui-monospace, SF Mono, Menlo, Monaco, Consolas, monospace"
|
||||
font-size="14"
|
||||
fill="#9b9893"
|
||||
text-anchor="middle"
|
||||
letter-spacing="1">— fatesnail · zsh —</text>
|
||||
|
||||
<!-- main: $ fatesnail -->
|
||||
<text x="40" y="120"
|
||||
font-family="ui-monospace, SF Mono, Menlo, Monaco, Consolas, monospace"
|
||||
font-size="58"
|
||||
font-weight="700"
|
||||
fill="#e8e2d3">$ fatesnail</text>
|
||||
|
||||
<!-- cursor block -->
|
||||
<rect x="455" y="78" width="26" height="50" fill="#e8e2d3"/>
|
||||
|
||||
<!-- detail line 1 -->
|
||||
<text x="40" y="172"
|
||||
font-family="ui-monospace, SF Mono, Menlo, Monaco, Consolas, monospace"
|
||||
font-size="17"
|
||||
fill="#9b9893">› predict ▸ post ▸ recon ▸ evolve</text>
|
||||
|
||||
<!-- detail line 2 -->
|
||||
<text x="40" y="198"
|
||||
font-family="ui-monospace, SF Mono, Menlo, Monaco, Consolas, monospace"
|
||||
font-size="17"
|
||||
fill="#9b9893">› rubric.v0.42 — calibrated for you</text>
|
||||
|
||||
<!-- comment line -->
|
||||
<text x="40" y="248"
|
||||
font-family="ui-monospace, SF Mono, Menlo, Monaco, Consolas, monospace"
|
||||
font-size="22"
|
||||
font-weight="700"
|
||||
fill="#e8e2d3">// cheat on content</text>
|
||||
|
||||
<!-- bottom underline -->
|
||||
<line x1="40" y1="265" x2="705" y2="265" stroke="#3a3935" stroke-width="2" stroke-linecap="square"/>
|
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</svg>
|
||||
|
After Width: | Height: | Size: 1.9 KiB |
File diff suppressed because one or more lines are too long
|
After Width: | Height: | Size: 59 KiB |
Reference in New Issue
Block a user