When Agents Disagree: The Selection Bottleneck in Multi-Agent LLM Pipelines

Artem Maryanskyy, Dmitry Budnikov, Alibek T. Kaliyev

Multi-agent LLM pipelines produce contradictory evidence on whether team diversity improves output quality: heterogeneous Mixture-of-Agents teams outperform single models, yet homo…