Author

Liqiang Niu

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Preprint Sep 2026

WeAgent-MMGenEdit: A Full-Stack Recipe for Multimodal Agentic Image Generation and Editing

This work presents WeAgent-MMGenEdit, a full-stack recipe including a multimodal harness, a scalable data construction pipeline, a comprehensive benchmark, and post-training methods for the agent policy and image backend that enables a 30B-total/3B-active policy to outperform similarly sized policy models and approach...

Hui Zhang, Zongkai Liu, Li-Qiang Niu et al. · 0 citations

#artificial intelligence Preprint Aug 2026

WeAgent-MMSearch: Native Text-Vision Interaction for Multimodal Search Agents

WeAgent-Harness, a multimodal agentic harness that supports native text-vision interaction and runtime recovery, and WeAgent-MMSearch, an integrated system spanning data construction, agentic post-training, and multimodal rollout that outperform similarly sized open-source models and rival models with roughly ten times...

Zongkai Liu, Hui Zhang, Li-Qiang Niu et al. · 0 citations