Long-Horizon Scaling: How Model Capabilities Shape the Returns to Computation

Haoyu Zheng, Zhengyu Chen, Huaisheng Zhu +5

Long-horizon agents improve solutions through sustained interaction, execution, and task feedback. Scaling studies relate performance to resources and capabilities, yet how existin…