Individual skill

mass-line

群众路线:从持有真实情况的多方(用户、使用者、代码库、日志、运行结果)收集分散意见,系统化为方案,再带回去对齐与检验,循环改进。当多方意见分歧、需要汇总零散反馈、方案要拿回给真实使用者确认、或你发觉自己在闭门造车时触发;信息源单一且完整、处于执行阶段时不触发。 English: Mass line. Collect scattered input from everyone who holds ground truth (users, operators, codebase, logs, runtime results), synthesize it into a coherent plan, take it back for alignment and validation, and iterate. Trigger when inputs conflict, feedback must be consolidated, a plan needs sign-off from real users, or you sense you are designing in isolation; skip when there is a single complete source and the work is pure execution.

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# 群众路线

> "从群众中来,到群众中去。" —— 《关于领导方法的若干问题》

与 `investigation-first` 的分工:调查研究是"我去弄清事实";群众路线是"把整理后的方案带回给持有真实情况的人和系统检验",重点在**多方分歧的处理**和**返回验证**。

## AI 语境下的"群众"

| 原义 | 映射 |
|---|---|
| 群众的实际经验 | 代码库既有模式、注释、惯例 |
| 基层第一手信息 | git history、测试用例、错误日志 |
| 群众对方案的反馈 | 运行结果、测试失败、用户的真实使用反馈 |
| 多方意见综合 | 文档 + 代码 + 运行结果 + 用户描述的交叉验证 |