light-experiment-coding
bylight0305· 23 skills
Light 科研主线 stage 6：把冻结的 question/estimand、experiment matrix、pre-registration 与 data lineage 落成最小可运行、测试先行、无泄漏、可复现且能交给 result-analysis 的实验代码。用于实现或复现训练/预处理/评测， 设计 gold/property/metamorphic 测试，控制 Python/NumPy/框架/CUDA/DataLoader 随机性，审查 train/test 或 CV fit 穿越，记录 config/code/environment/input hashes、stdout/stderr、raw metrics、patient/entity predictions 与 failure artifacts，以及运行 stage-6 checkpoint。数据泄漏或不可复现是 critical；静态扫描和同 seed 两次一致都不证明跨硬件 绝对复现。
How to install light-experiment-coding?
light0305/light-skills/light-experiment-coding
$npx -y skills add light0305/light-skills --skill light-experiment-codingInstalls into the current project.
›Prefer a prompt? Paste this to your agent
Run `npx skills use "https://github.com/light0305/light-skills" --skill "light0305/light-skills/light-experiment-coding"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.
Use the skills in "https://github.com/light0305/light-skills" that are relevant to the current task. Run `npx skills add "https://github.com/light0305/light-skills"` and select the relevant skills, then follow their instructions.
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