Towards Robust Long-Lived Agents: Benchmarking Experience Lifecycles in Evolving Environments

Shijue Huang, Hangyu Guo, Hengheng Zhang +4

As agents become more capable, they are moving beyond one-off tasks toward sustained assistance across successive user goals. Such assistance requires agents to discover how unfami…