Cognitive Scaffold: From Fluid Context to Crystallized Memory for Long-Horizon DeepResearch Agents.

Qiuyuan Ai, Zenghuang Fu, Zhaoyang Li, Ping Jiang, Haoyu Wu, Jie Song, Guannan He

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