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2/8🧑‍⚖️ Judges aren't interchangeable; they have distinct judicial philosophies. Yet, most Legal NLP treats them as one generic voice. The result? AI "mode collapse." Standard models generate long, encyclopedic text that completely misses the human legal fingerprint.