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world model alignment

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Data Party THU
Data Party THU
May 1, 2026 · Artificial Intelligence

Scaling Large-Scale Agent Networks: A Review of Topology, Memory, and Updates

This review examines why some large‑scale multi‑agent systems remain stable while others falter, introducing a three‑dimensional taxonomy—topology, memory scope, and update behavior—to explain scalability limits and highlighting world‑model inconsistency as a deeper bottleneck than communication protocols.

Multi-Agent Systemsdynamic updatesmemory
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Scaling Large-Scale Agent Networks: A Review of Topology, Memory, and Updates