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This paper proposes a fine-tuned multi-agent framework for detecting OCEAN personality traits from life narratives, using LLM sub-agents conditioned to adopt high, low, or neutral perspectives and a judge LLM that aggregates outputs to mitigate biases and improve interpretability.