Researchers propose SAIGE, a lightweight mechanism for multi-agent collaboration that achieves a favorable trade-off between context efficiency and task performance. Experiments show that SAIGE is effective in long-horizon, complex tasks, but scaling the agent pool does not consistently improve outcomes, suggesting that more agents do not necessarily make a system more intelligent.