Individual skill
exp-design
基于idea的实验设计（含迭代消融） — 方法候选生成（直接实现/混合融合/跨idea结合） → 基准选择 → 迭代消融（非线性：消融可触发方法简化与重新规划）→ 敏感度分析 → 主实验 → 可选泛化实验 → 中间量深度分析。在预实验评估后为idea设计完整实验套件时使用。
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# /exp-design
> 为idea设计完整、非线性的实验套件。
> 本skill支持方法候选生成、带方法简化的迭代消融、敏感度分析和中间量深度分析。
> 消融循环是非线性的核心：消融结果将各因子分类为必要/贡献/边际/有害，边际/有害因子触发方法简化和重新规划（上限2次迭代）。
## Inputs
- `idea-slug`：要为其设计实验的idea（从 `wiki/ideas/{slug}.md` 读取）
## Outputs
- 实验wiki页面：`wiki/experiments/{exp-slug}.md` — 每个实验块一个页面（ablation、sensitivity、main、generalization、analysis），每个页面 `status: planned`，`linked_idea` 已设置
- 主设计文档：`experiments/designs/{slug}-master.md` — 各实验块的详细spec