Skill-V: Verifiable Self-Evolving Skill Library for Interactive Agents

Skill-V creates a self-evolving skill library for AI agents by focusing on knowledge maintenance rather than just accumulation. It uses task failures to add new skills and disagreements between skill contracts and real outcomes to revise existing ones. This verifiable system ensures skills are refined based on evidence, leading to state-of-the-art performance.

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