Individual skill

adjudicative-ai-impartiality-challenge

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.

skills/adjudicative-ai-impartiality-challenge-adrian-lerer/SKILL.md

Source commit f9f28cdccbeb98bbdde010042ea9f525ca427c72

What was checked

Matches the observed repository HEAD

Yes

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No

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No

Observed behavior

Not checked yet

Last checked

Nov 10, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

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