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2026年10月18日 · 当日重点资讯
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【论文】CoworkEnv: Synthesizing Training Environments for Long-Horizon Cowork Agents
arXiv 2610.24960 · 21 人推荐 · 附代码 HKUST-KnowComp/CoworkEnv（3 stars）。AI coworkers must coordinate tools, communicate across turns, and act on changing workspace state while respecting workflow constraints. Constructing training experience for these capabilities requires coherent requests, service recor
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【论文】MT Forcing: Towards Stable and Consistent Multi-Turn Image Editing with Autoregressive Diffusion
arXiv 2610.25404 · 24 人推荐 · 附代码 houyuanchen111/MT-Forcing（3 stars）。Multi-turn image editing aims to modify an image according to a sequence of instructions, enabling more effective interactive visual content creation for users. However, existing methods often exhibit noticeable drift after only a fe