# Adjudicative AI Impartiality Challenge

Public-safe preliminary screen for challenges to the impartiality of an AI evaluator...

- Repository: https://github.com/lawve-ai/awesome-legal-skills (919 stars)
- Category: AI and agents
- License: see repository
- Last updated: 2026-10-19
- Runs scripts: no, instructions only

## Install

Claude Code: `npx skills add lawve-ai/awesome-legal-skills --skill adjudicative-ai-impartiality-challenge -g -a claude-code -y`
Codex: `npx skills add lawve-ai/awesome-legal-skills --skill adjudicative-ai-impartiality-challenge -g -a codex -y`
Cursor: `npx skills add lawve-ai/awesome-legal-skills --skill adjudicative-ai-impartiality-challenge -g -a cursor -y`
Gemini CLI: `npx skills add lawve-ai/awesome-legal-skills --skill adjudicative-ai-impartiality-challenge -g -a gemini-cli -y`
Claude Code plugin marketplace: `/plugin marketplace add lawve-ai/awesome-legal-skills`

## Description

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.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# Adjudicative AI Impartiality Challenge

## Purpose

Turn an allegation of “biased prior decisions” into an auditable, proportionate challenge. Treat recusal as a functional analogy unless jurisdiction-specific law establishes a legal mechanism.

## Workflow

The rest: https://github.com/lawve-ai/awesome-legal-skills/blob/HEAD/skills/adjudicative-ai-impartiality-challenge-adrian-lerer/SKILL.md