Scaling Teams or Scaling Time? Memory Enabled Lifelong Learning in LLM Multi-Agent Systems

@misc{wu2026scaling,
  title = {Scaling Teams or Scaling Time? Memory Enabled Lifelong Learning in LLM Multi-Agent Systems},
  author = {Shanglin Wu and Yuyang Luo and Yueqing Liang and Kaiwen Shi and Yanfang Ye and Ali Payani and Kai Shu},
  year = {2026},
  eprint = {2604.03295},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.03295},
}