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prai-reproducibility

80 / 100 · Low risk

Fine to try.

By brycewang-stanford/Awesome-Journal-Skills (GitHub) · research · 1,416 stars · scanned at commit 932eb23

在为《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 准备可复现性与实验可重复材料时调用。覆盖固定随机种子、锁定软硬件环境与依赖版本、固定数据集划分与预处理、预训练权重与大模型版本的记录、复现包(脚本/配置/环境文件)的组织、大数据与权重的稳定托管、以及可复现自查冒烟测试。用于让本刊模式识别/机器学习论文的实验结果能被外审与后续读者重复，降低"结果无法复现"的信任风险；本刊是否设强制复现要求以官网当期须知为准(待核实)。

Works with any agent that supports SKILL.md skills.

What this skill can do

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'prai-reproducibility' ] || [ -L ~/.agents/skills/'prai-reproducibility' ]; then echo 'A skill folder named prai-reproducibility already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Awesome-Journal-Skills' "$d" && git -C "$d" checkout --quiet '932eb23331721b16e967c59f093781be1928b498' -- 'Pattern-Recognition-and-Artificial-Intelligence-Skills/skills/prai-reproducibility' && mkdir -p ~/.agents/skills && cp -R "$d"/'Pattern-Recognition-and-Artificial-Intelligence-Skills/skills/prai-reproducibility' ~/.agents/skills/'prai-reproducibility' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'prai-reproducibility' ~/.claude/skills/'prai-reproducibility' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

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