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adversarial-empirical-review

97 / 100 · Low risk

Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.

By kennethkhoocy/applied-micro-skills (GitHub) · coding · 20 stars · scanned at commit 28d6f64

N-round adversarial review pipeline for empirical research output — the chain from data to LaTeX tables to a manuscript that cites them. A Claude drafter proposes minimal diffs, a deterministic mechanical battery gates every diff from a clean state with a regression gate, a Codex reviewer files check-backed critiques, and a blind judge panel decides residual disputes. Manual-invoke ONLY: trigger when the user explicitly runs /adversarial-empirical-review or names 'adversarial-empirical-review' …

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/'adversarial-empirical-review' ] || [ -L ~/.agents/skills/'adversarial-empirical-review' ]; then echo 'A skill folder named adversarial-empirical-review already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/kennethkhoocy/applied-micro-skills' "$d" && git -C "$d" checkout --quiet '28d6f6445e745711fc64a4faeebca35eac1b2b02' -- 'plugins/applied-micro/skills/adversarial-empirical-review' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/applied-micro/skills/adversarial-empirical-review' ~/.agents/skills/'adversarial-empirical-review' && 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/'adversarial-empirical-review' ~/.claude/skills/'adversarial-empirical-review' (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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