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prai-experiments

100 / 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) 设计与呈现模式识别/机器学习实验证据时调用。覆盖研究问题(RQ)拆解、公平基线与相同划分/算力、评测指标选择(准确率/F1/mAP/IoU/AUC 等)、多次运行的均值±标准差与统计显著性检验、消融实验、复杂度与开销报告、数据泄漏与评测污染的防范，以及把每条主张绑定到证据的呈现方式。用于把 AI 细分方向的实证部分做到经得起外审对"基线是否公平、结果是否可信、消融是否充分"的质询。

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

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

if [ -e ~/.agents/skills/'prai-experiments' ] || [ -L ~/.agents/skills/'prai-experiments' ]; then echo 'A skill folder named prai-experiments 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 "$d" checkout --quiet '932eb23331721b16e967c59f093781be1928b498' -- 'Pattern-Recognition-and-Artificial-Intelligence-Skills/skills/prai-experiments' && mkdir -p ~/.agents/skills && cp -R "$d"/'Pattern-Recognition-and-Artificial-Intelligence-Skills/skills/prai-experiments' ~/.agents/skills/'prai-experiments' && 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-experiments' ~/.claude/skills/'prai-experiments' (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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