Paper digger plan
Skill Iu1ky/paper-digger/plugins/paper-digger/skills/paper-digger-plan
Use when converting a confirmed idea and venue into falsifiable hypotheses, an experiment matrix, dependencies, and one kill-early test. Triggers on 研究计划, 实验矩阵, experiment plan, 最小验证.From its SKILL.md
npx -y skills add Iu1ky/paper-digger --skill paper-digger-planAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
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SKILL.md
2.3 KB, 738 tokens by cl100k_base, as published. Nobody here has run it
Paper Digger Plan — 安排计划(Phase 4)
输入 confirmed idea(01_ideation/)+ confirmed venue(02_venue/)+ Phase 3 文献 gap map,输出一份研究计划:假设 → 实验矩阵 → 依赖图 → 里程碑,并指定一个最小验证实验(kill-early)。
运行时
定位同级 paper-digger skill,把它的 scripts/ 加入 Python import path 后调用 paper_digger.plan.*。不要求系统已安装全局 pd 包。
实验矩阵
每个实验是一张 dict:
{id, question, mode: dry|wet|theory, method, success_criteria, deps: [id], est_cost, is_min_validation}
- mode:
dry(代码/仿真/数据分析,可真跑)·wet(物理/湿/人类受试,出 protocol 由人执行)·theory(推导)。 - success_criteria:这个实验「算成功」的明确判据(避免事后挪动靶子)。
- deps:依赖的实验 id(决定执行顺序与可并行集)。
- is_min_validation:恰好一个实验标 True —— 最便宜、最能证伪核心主张的那个,先跑它,触发评价节点②(kill-early)。
流程
- 从 idea/venue/gap 提炼可证伪的假设/主张。
- 为每个假设设计实验,填实验矩阵;指定一个
is_min_validation。 - 校验 + 排序 + 落盘:
paper_digger.plan.save_plan(workspace, hypotheses, experiments)—— 内部validate_matrix(模式合法、id 唯一、deps 存在、恰好一个最小验证)+dependency_order(拓扑序,有环报错),写04_plan/research_plan.md。 - checkpoint:呈现假设 + 矩阵 + 执行顺序 + 预估成本,由人批准。
- 落定:
paper_digger.plan.confirm_plan(workspace, experiments)—— 把矩阵种入state.experiments(status=planned)、置state.decisions.plan_approved,供paper-digger-experiment执行。
铁律
- 先有判据再做实验:
success_criteria必须在执行前定死。 - 恰好一个最小验证:它是 kill-early 的触发点;没有就不算计划完成。
- 不臆造可行性:
est_cost/mode要诚实(算力/湿实验/时间约束见00_profile/)。
What ships with it: 1 file
250 B alongside SKILL.md
agents/
- openai.yaml250 B