brainstorming — 建模方案发散入口

SkillAI & models

Use when EZ_math_model model selection is unclear after the modeling decision tree, the problem spans multiple domains, or modeler needs several candidate approaches before writing modeling_plan.md.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the brainstorming — 建模方案发散入口 skill

What this skill tells your AI

The instructions your AI receives, as published by woodfishhhh/ez_math_model in skills/ez-math-model/tools/brainstorming/SKILL.md and read by ahel’s review.

何时使用

  • pipeline 02 modeling 跑完决策树后仍无法确定主模型。
  • 题目跨多个领域,单一速查表不能匹配。
  • writer 找不到理论表述或引用角度时,可偶尔用于发散。

调用方式

优先加载宿主 brainstorming skill。输入:

  • intake.json
  • problem.md
  • 算法库 README 或模型速查表

要求输出 3-5 个候选方案、优劣对比、推荐主选与备选。

与 modeler 的衔接

brainstorming 输出不直接写入 modeling_plan.md。modeler 必须把候选方案回填到模型选择段,说明为什么选主方案、为什么放弃备选。

失败诊断

情况处理
宿主 skill 未安装modeler 自行列出 2 个候选并标记 fallback
候选方案过多强制收敛到 top 3,再回到决策树
输出偏离题面只保留与目标函数、数据约束直接相关的方案

边界

  • 不替代 modeler 的最终决策。
  • 不调用外部检索;文献检索交给 paper-searchscholar
  • 不延伸到 coder 阶段。

Signals

GitHub stars
41
Forks
1
Last commit
Jul 2026
Hacker News mentions
14
Advanced
Catalog kind
skill
Gateway key
brainstorming-woodfishhhh
Source
github.com/woodfishhhh/ez_math_model