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East China Normal University
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Compiling external knowledge into structured, reusable skills boosts agent performance, achieving over 98% success rates in complex tasks.
Lifelong learning beats static fine-tuning: PsychAgent, an AI counselor that learns from its own experience, surpasses GPT-4 and Gemini in multi-session counseling quality.
