Ling-Yue Ge

SkillAA (Skill Abductive Attribution), a structured skill-optimization framework for frozen language models, represents skill applicability, execution, and composition in a unified graph, allowing the same structure to support skill selection, attribution-guided repair, and update validation.

Multi-agent LLM systems can adapt to new tasks without sacrificing structural integrity, thanks to a novel framework that guarantees role evolution preserves key operational contracts.