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Jing-Xuan Zhang

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Preprint Oct 2026

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

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, and manual Harness iteration cannot keep pace with growing task diversity and complexity....

Wei-Dong Tang, Rui-Heng Wang, Jing-Xuan Zhang et al. · 2 citations

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