False-pass bias in LLM judges disables contribution-based skill retirement past a sharp threshold, while symmetric noise does not, and the failure is often silent in aggregate metrics.
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The Blind Curator: How a Biased Judge Silently Disables Skill Retirement in Self-Evolving Agents
False-pass bias in LLM judges disables contribution-based skill retirement past a sharp threshold, while symmetric noise does not, and the failure is often silent in aggregate metrics.