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Alibaba researchers built SkillWeaver, a framework using Skill-Aware Decomposition (SAD) to route AI agents through massive tool libraries. In experiments, SkillWeaver achieved up to 99.9% token reduction and improved task completion versus naive methods. Traditional ReAct loops scored 0% decomposition accuracy on enterprise-scale libraries.
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