Light 科研主线第 5 步·研究方案与实验设计:把 idea-critique 放行的 idea 与 data feasibility 拆成**能真执行、能写进论文、 能复现**的 question/estimand、实验矩阵与预注册…
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Light 科研主线第 5 步·研究方案与实验设计:把 idea-critique 放行的 idea 与 data feasibility 拆成**能真执行、能写进论文、 能复现**的 question/estimand、实验矩阵与预注册包。何时用:idea 已通过审查要落地 / 要设计实验·消融·对比·敏感性· 泛化·鲁棒性 / 写研究方案 PROJECT_PLAN / 锁 primary outcome、排除/停止规则或 preregistration / 规划样本量、种子与统计功效 / 算实验算力预算 / 复现已有论文 / 担心 baseline 放水或假设推不翻。触发词:研究方案 / 实验设计 / 实验矩阵 / 假设 / 对照 baseline / 消融 ablation / 公平比较 / 可证伪 / 统计功效 power / 多少种子 / 复现 / reproducibility / research plan / experiment design / 可复现。核心纪律:**对照不公平(baseline 放水)/不可证伪 = critical 一票否决** (spec §4.2,STAGE_GATES[5]=[fair_baseline,falsifiable]);消融不隔离/欠功效 = warn;功效是计划阶段反推非结果检验; lint 是启发式有边界,公平/可证伪终判仍需人/领域判断,绝不吹"证明了对照绝对公平"。
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Khazix's everyday skills: goal briefs for long agent runs, disk cleanup, AI news, doc tidy-ups, deep research and Chinese long-form writing.
A library of AI research skills that lets your agent fine-tune, train, evaluate and serve models, and take a project from idea to paper.
A six-step competitive analysis for product managers, from the market landscape to rivals' strategic direction, ending in battle cards.
Researches tech and advanced-manufacturing investment themes by finding supply-chain bottlenecks, then ranks which companies to study first.
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