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cs.AI2026
AMBER: Training Long-Horizon Web Agents through Append-Only Memory
Chinmay Savadikar, Zhaoyu Zhang, Mingyu Zhao +4
Modern language-model agents increasingly interact with external environments over long-horizon, multi-step trajectories, where the accumulated interaction history can quickly exce…
cs.AI2026
ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents
Chinmay Savadikar, Mingyu Zhao, Yuanzheng Zhu +5
Developing and evaluating e-commerce web agents requires environments that preserve meaningful task structure while enabling controllable, reproducible, and scalable scientific com…