[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"kb-multimodal-vlms":3},{"id":4,"title":5,"summary":6,"source":7,"category":8,"date":9,"url":10,"content":11},"multimodal-vlms","多模态大模型新进展：视觉理解走向实时","从图像生成到视频理解，多模态模型正在突破实时性瓶颈，端侧部署成为新焦点。","机器之心","多模态","2026-08-11","https:\u002F\u002Fwww.jiqizhixin.com\u002F",[12,13,14],"多模态大模型（VLM）正从\"看图说话\"走向实时视频理解与跨模态生成。","端侧部署是 2026 年的关键趋势：量化压缩与异构计算让 70B 级模型可以在手机与边缘设备上运行。","统一输入输出架构（原生多模态）逐渐取代\"外挂视觉编码器\"的拼接方案，效果与效率同步提升。"]