Light Experiment Coding
Light Experiment Coding is an agent skill (a SKILL.md file) from Light0305/Light-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. It works with Claude Code, Codex and OpenCode and has 640 GitHub stars.
github.com/Light0305/Light-skills/skills/light-experiment-coding (opens in a new tab)
Add this skill
Claude
Claude Code loads skills from ~/.claude/skills/ (all projects) or .claude/skills/ (one project):
git clone --depth 1 https://github.com/Light0305/Light-skills.git
cp -r Light-skills/skills/light-experiment-coding ~/.claude/skills/light-experiment-coding # personal, or .claude/skills in a projectIn the Claude apps, zip the light-experiment-coding folder and upload it under Customize > Skills > + > Upload a skill (code execution must be on).
ChatGPT / Codex
Codex reads skills from .agents/skills/ in a repo or ~/.agents/skills/ for every project:
git clone --depth 1 https://github.com/Light0305/Light-skills.git
cp -r Light-skills/skills/light-experiment-coding .agents/skills/light-experiment-coding # repo; ~/.agents/skills for all projectsStandalone skills also load in the ChatGPT desktop app.
Cursor
Cursor loads skills from .cursor/skills/ (or ~/.cursor/skills/) and also reads .claude/skills/:
git clone --depth 1 https://github.com/Light0305/Light-skills.git
cp -r Light-skills/skills/light-experiment-coding .cursor/skills/light-experiment-coding # project; ~/.cursor/skills for all projectsSource (checked Oct 7, 2026): code.claude.com/docs/en/skills (opens in a new tab), support.claude.com/en/articles/12512180-using-skills-in-claude (opens in a new tab), learn.chatgpt.com/docs/build-skills (opens in a new tab), cursor.com/docs/context/skills (opens in a new tab)
What this skill does
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。 先完整阅读 references/experiment-coding-resource-map.md。工具机制见…
Similar skills
More coding skills
Requesting Code Review
obra/superpowers
Use when completing tasks, implementing major features, or before merging to verify work meets requirements.
CodingShellReceiving Code Review
obra/superpowers
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not…
CodingShellImprove Codebase Architecture
mattpocock/skills
Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.
CodingShellSetup Matt Pocock Skills
mattpocock/skills
Configure this repo for the engineering skills: set up its issue tracker, triage label vocabulary, and domain doc layout.
CodingShellCode Review
mattpocock/skills
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's documented coding standards?) and Spec (does the code match…
CodingShellSetup Ts Deep Modules
mattpocock/skills
Wire dependency-cruiser into a TypeScript repo so each package is a deep module, with implementation hidden in subfolders and reachable only through its entry-point files.
CodingShell
What is the Light Experiment Coding skill?
Light Experiment Coding is an agent skill (a SKILL.md file) from Light0305/Light-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. It works with Claude Code, Codex and OpenCode and has 640 GitHub stars. Its SKILL.md lives at github.com/Light0305/Light-skills/skills/light-experiment-coding.
How do I install the Light Experiment Coding skill?
Copy the light-experiment-coding folder (the one containing SKILL.md) into ~/.claude/skills/ for Claude Code, .agents/skills/ for Codex or .cursor/skills/ for Cursor. The agent picks it up automatically when a task matches its description.
Is the Light Experiment Coding skill free?
Yes. The repository is open source under the MIT license.
Is Light Experiment Coding maintained?
The repository's most recent commit was on Jul 6, 2026. Its latest release is v1.0.0. appsgit only lists skills from repositories with a commit in the last six months.