#llm-topology

ACL 2026: Dense Communication Topologies in Multi-Agent LLM Systems Accelerate Premature Convergence — and Adding More Agents Makes It Worse

An ACL 2026 Findings paper shows dense communication topologies in [multi-agent LLM systems](/articles/neural-computers-symbolic-stability-failure-contradicts-the-case-for-pure/) accelerate premature convergence, meaning topology matters more than model strength.