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Graph Engineering Isn’t About More Connections — It’s About Which Ones Get Used

中文摘要

增加代理通信路径不一定提升性能。网络越密集,实际使用的边越少,揭示了配置连接性与行为连接性之间的差距。

English Summary

Adding agent communication pathways doesn't necessarily improve performance. Denser networks lead to fewer used edges, revealing a gap between configured and behavioral connectivity.

Original Excerpt

Adding more communication pathways between agents doesn’t necessarily improve multi-agent performance. In a controlled, reproducible experiment across 50 runs, recovery remained remarkably stable from 20% to 100% relationship density. But as the network became denser, the fraction of edges actually used fell sharply—revealing a gap between configured connectivity and behavioral connectivity. The post Graph Engineering Isn’t About More Connections — It’s About Which Ones Get Used appeared first on Towards Data Science.