AIBullisharXiv – CS AI · 8h ago7/10
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Parthenon Law: A Self-Evolving Legal-Agent Framework
Researchers introduce Parthenon, a self-evolving legal-agent framework that addresses critical limitations in deploying AI agents for complex legal work. Through analysis of 12,510 agent trajectories, the study reveals that even frontier LLMs struggle with end-to-end legal task completion, prompting the development of a modular architecture that learns from failures without retraining underlying models.