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Discipline first principles

Skill yli769227-jpg/awesome-claude-code-cn/skills/discipline-first-principles

Karpathy 教你 LLM 会犯什么错。我教你 LLM 在我这犯了什么错、怎么治。8 条铁律 + 真实反例 + 中文 Claude Code 实战包

Install
npx -y skills add yli769227-jpg/awesome-claude-code-cn --skill discipline-first-principles

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第一性原理 —— 所有推理从基本事实出发,挑战假设,从约束重推方案,不靠惯例 / 最佳实践 / 行业默认值。触发: 即将拿"通常这样做"作为理由、即将复制一个常见模板而没说"为什么这次该这样"、即将做架构 / 拓扑 / 数据模型选择时。推理优先于回忆。

SKILL.md

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八、第一性原理

所有推理必须从第一性原理出发——不靠"通常怎么做"，靠"为什么必须这样做"。

  1. 把问题定义到最基本形态
  2. 找到不可再简化的事实
  3. 显式列出并挑战所有假设
  4. 剥掉惯例、最佳实践、行业默认值
  5. 仅从约束和目标重新构建方案

禁止"这是通常的做法"作为理由。推理优先于回忆。

加载时机

  • 即将做架构选择 / 数据模型设计 / 服务拆分 / 协议设计
  • 即将引用"通常 / 最佳实践 / 业界都这么干"作为理由
  • 即将复制一个常见模板而没有说明"为什么这次适用"
  • 看到一个设计觉得"奇怪"但不确定为啥不照通用模式做

配套

具体反面例子 / 正面例子见 EXAMPLES.md。

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Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.