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Wenhu Chen, Xueguang Ma, Dongfu Jiang et al. · 17 Mar 2026
Training deep research agents requires long-horizon trajectories that interleave search, evidence aggregation, and multi-step reasoning.
26 Aug 2026
Agent capability is not determined by the model alone. The agent harness, encompassing memory management, planning strategy, action protocol, and tool/skill orchestration, can dominate the contribution of the underlying foundation model.
12 Aug 2026
Turning a research idea into a complete paper requires more than text generation: the system must retrieve literature, design and execute experiments, revise claims according to evidence, produce publication-ready figures, and maintain consistency across a long generation…
18 Aug 2026
Autonomous research systems are increasingly capable of executing long research workflows, yet automation alone does not ensure that the resulting process remains scientifically grounded.