System card: Claude opus 4 & claude sonnet 4. System card

Similar preprints — Semantic Scholar

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• Open Character Training: Shaping the Persona of AI Assistants through Constitutional AI

  Character training—fine-tuning open-weights LLMs to internalize specific personas at a depth that survives adversarial pressure—proves substantially more effective than either system-prompt constraini