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LLM judges downgrade identical arguments simply because the speaker steps outside their expected political lane, directly penalizing counter-stereotypical sources even with reasoning modes enabled.
Users can identify AI responses as "Claudish" even without knowing the underlying model, revealing a deeper layer of AI character recognition that transcends mere identification.