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Agents in a multi-agent system start to have the same behavior

2 easy methods to add diversity did not decrease the risk.

Claimed, not confirmed

Researchers find that agents in a multi-agent system can start to have almost the same behavior. They name this homogenization. They measure it with 3 metrics: agreement with the majority, polarization to extremes, and inertia. They did tests on code generation, hiring and scientific peer review. In code generation, it hides correlated errors and increases them.

Sources

  1. Homogenization in Multi-Agent Systemsarxiv.org
AI MATTER · NEWS · AI MATTER · NEWS ·8 OCT2026

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