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arXiv — cs.AI

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The Trinity:Capability-Driven Recursive Self-Improvement for Multimodal Agents

arXiv:2610.36077v1 Announce Type: new Abstract: Multimodal intelligence can be viewed as human-guided co-evolution between worlds and agents through interaction. However, scaling this process faces two bottlenecks: constructing heterogeneous, verifiable environments is costly,…

arXiv — cs.AIBy: Weidong Tang, Ruiheng Wang, Jingxuan Zhang, Hexin Wang, Haoyuan Chen, Zhengfeiyang Zhang, Yixing Ma, Zichen Jiang, Ziyu Guo, Haodong Li, Zhengbo Jiao, Zhiqing Cui, Xinxiang Yin, Shuo Liang, Zhenglin Wan, Hongzhan Lin, Wangbo Zhao Kaipeng Zhang, Pengfei Zhou, Odin Zhang, Yang YouOctober 28, 2026 (12 hours ago)
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  • arXiv:2610.36077v1 Announce Type: new Abstract: Multimodal intelligence can be viewed as human-guided co-evolution between worlds and agents through interaction
  • However, scaling this process faces two bottlenecks: constructing heterogeneous, verifiable environments is costly,…
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The Trinity:Capability-Driven Recursive Self-Improvement for Multimodal Agents

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