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The Hong Kong University of Science and Technology (Guangzhou
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Evolving Meta-Skills enables automatic Multi-Agent Systems to achieve superior performance without sacrificing experience retention or scalability.
Automatically generated Multi-Agent Systems are not only outperformed by Single-Agent Systems but also exhibit architectural inefficiencies that challenge the very foundations of multi-agent design principles.