9月21日，通义千问团队开源新一代图像模型Qwen-Image-2.1。该模型以仅7B参数的轻量视觉生成模块，统一文生图、透明图像生成与多种图像编辑能力，实现生成效果、推理效率与使用成本的新平衡。其视觉生成采用32层Single-Stream DiT结构，借助混合粒度注意力与KV Cache复用机制，优化多图输入场景下的效率与表现。
DeepSeek Harness v0.1.5发布，与DeepSeek V4.1 Flash深度结合，针对标准、程序化工具调用及极简模式专项优化。新增文件上传与侧边栏预览，插件扩展入口标准化，并支持保留KV Cache更新系统提示。
小红书开源RedKnot推理引擎，破解生成式AI长文本处理的速度与成本难题。其核心创新在于打破传统KV Cache的token维度存储模式，为长上下文任务带来降本增效新方案。
MiniMax M3模型正式发布，京东云JoyBuilder平台同步接入并开放服务。核心亮点是推理性能大幅提升，通过自研推理框架结合PD分离部署、KV Cache缓存及投机采样等优化技术，实现更高效的实际运行效果。
%20--%3e%3cdefs%3e%3cstyle%3e%20.st0%20{%20fill:%20%23061b40;%20}%20.st1%20{%20fill:%20%23306af1;%20}%20.st2%20{%20fill:%20%235ce5cf;%20}%20%3c/style%3e%3c/defs%3e%3cg%3e%3cpath%20class='st0'%20d='M55,10.5h9v3h-9v9h12V7.5h-12v3ZM64,19.5h-6v-3h6v3Z'/%3e%3cpolygon%20class='st0'%20points='69%2016.5%2078%2016.5%2078%2019.5%2069%2019.5%2069%2022.5%2081%2022.5%2081%2013.5%2072%2013.5%2072%2010.5%2081%2010.5%2081%207.5%2069%207.5%2069%2016.5'/%3e%3cpolygon%20class='st0'%20points='95%2010.5%2095%207.5%2083%207.5%2083%2022.5%2095%2022.5%2095%2019.5%2086%2019.5%2086%2016.5%2095%2016.5%2095%2013.5%2086%2013.5%2086%2010.5%2095%2010.5'/%3e%3cpath%20class='st0'%20d='M40,1.5v21h11.6l1.4-1.4v-7.6h0c0,0-1.4-1.5-1.4-1.5l1.4-1.4V2.9l-1.4-1.4h-11.6ZM50,19.5h-7v-6h7v6ZM50,10.5h-7v-6h7v6Z'/%3e%3c/g%3e%3cpath%20class='st1'%20d='M23.1,24L14.7,4.8l-4.9,11.2h3.8l-1.8,4H3.3L12.1,0H2C.9,0,0,.9,0,2v20c0,1.1.9,2,2,2h21.1Z'/%3e%3cpath%20class='st2'%20d='M34,0h-16.8l10.6,24h6.2c1.1,0,2-.9,2-2V2C36,.9,35.1,0,34,0ZM32.5,20h-4V4h4v16Z'/%3e%3c/svg%3e)
VIP会员
