MANTA enables dynamic topology adaptation for multi-agent systems

Static communication hierarchies in multi-agent systems are a major bottleneck for complex reasoning, making dynamic, inference-time topology adaptation the next crucial evolutionary step. Real-time network reorganization allows agent teams to prune redundant links and establish new communication channels based on immediate execution feedback. Utilizing trace auditing alongside verbal playbooks offers an interpretable framework for agents to self-diagnose workflow failures and revise routing strategies on the fly, shifting fixed architectures toward self-evolving topological networks.