# light-experiment-coding

> 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 re…

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。

- Type: Skill
- Made by: Light0305
- Category: Research
- Formats: Skills
- Version: 2.2.0-round3
- Source: https://github.com/light0305/light-skills/tree/HEAD/skills/light-experiment-coding
- Page: https://pluginboard.ai/skills/light-experiment-coding

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the light-experiment-coding folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Claude

In Claude (web or desktop): Download the light-experiment-coding folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Gemini

In Gemini: Download the light-experiment-coding folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.copilot/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Cursor

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.cursor/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Claude Code

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.claude/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Codex

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.agents/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Antigravity

In Antigravity: Copy the light-experiment-coding folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Gemini CLI

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.gemini/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Replit

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding .agents/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### OpenClaw

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.openclaw/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### OpenCode

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.config/opencode/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

### Hermes Agent

Run in your terminal:

```shell
npx -y degit Light0305/Light-skills/skills/light-experiment-coding ~/.hermes/skills/light-experiment-coding
```

View the folder on GitHub: https://github.com/Light0305/Light-skills/tree/HEAD/skills/light-experiment-coding

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From Pluginboard (https://pluginboard.ai).