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adjudicative-ai-impartiality-challenge

100 / 100 · Low risk

Fine to try.

By lawve-ai/awesome-legal-skills (GitHub) · other · 951 stars · scanned at commit f9f28cd

Public-safe preliminary screen for challenges to the impartiality of an AI evaluator, LLM-as-a-judge, decision-support agent, or adjudicative system based on prior outputs, suspected bias, unstable reasoning, or self-reinforcing memory. Use when asked whether an AI should be recused, disqualified, replaced, audited, or escalated. Does not decide real cases or claim that human judicial-recusal doctrine automatically applies.

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/'adjudicative-ai-impartiality-challenge' ] || [ -L ~/.agents/skills/'adjudicative-ai-impartiality-challenge' ]; then echo 'A skill folder named adjudicative-ai-impartiality-challenge already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/lawve-ai/awesome-legal-skills' "$d" && git -C "$d" checkout --quiet 'f9f28cdccbeb98bbdde010042ea9f525ca427c72' -- 'skills/adjudicative-ai-impartiality-challenge-adrian-lerer' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/adjudicative-ai-impartiality-challenge-adrian-lerer' ~/.agents/skills/'adjudicative-ai-impartiality-challenge' && 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/'adjudicative-ai-impartiality-challenge' ~/.claude/skills/'adjudicative-ai-impartiality-challenge' (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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