@article{singleagentscalingfailsmultiagentintelli, title = {Single-Agent Scaling Fails Multi-Agent Intelligence: Towards Foundation Models with Native Multi-Agent Intelligence}, author = {Shuyue Hu and Haoyang Yan and Yiqun Zhang and Yang Chen and Dongzhan Zhou and Lei Bai}, year = {2025}, eprint = {2512.08743}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.08743}, }