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注意到 V4 预览版论文里的 Table 6，V4 Pro (Preview) 和 Opus-4.6 的 SWE Verified 跑分， 80.6 比 80.8 正好差 0.3%。 这也不能说有些做中介的人写一句什么“性能跻身全球第一梯队，编程能力仅弱于 Claude 旗舰0.3%”是在纯瞎编是吧？

BREAKING: MiniMax H3 by @MiniMax_AI is 1st across 3 Video categories (Multi-Image to Video, Image to Video, and Video Editing) on Design Arena. MiniMax H3’s performance in Video Arena puts it ahead of other top performing models like Seedance 2.0 by @BytePlusGlobal, Grok Imagine Video 1.5 Preview by @SpaceXAI, and Gemini Omni Flash by @GoogleDeepMind. This marks another category to be led by open-weight models, following Kimi K3’s first place in our coding categories. Congratulations to the @MiniMax_AI team for establishing a new SOTA in video generation!

今天有好几个开源的小模型。 Mach-1 Additive：35B，1.7bit量化，16G Mac可以流畅运行。 模型： Shieldstral 1.0 3B：多模态审核模型，仅3B，支持文字+图片输入，支持自定义审核规则。 模型： Maple-Preview：20B总参数，1B激活参数，1.58bit量化，iPhone可运行，在M4 Mac Mini上可以达到218token/s。 模型： Pokee-Isaac 28B：这个没开源，28B模型，特色是1000万上下文。luna水平和价格。 官方介绍：

Nina Farion - Mushoku Tensei 9th animated SFW preview. Full set has 274 images, 207 animations and 58 SFW animations. I also started working on a set for Isolte and Eris #NinaFarion# #MushokuTensei# #JoblessReincarnation#

Kelsey Plum makes her debut for the Phoenix Mercury tonight against the Chicago Sky at Wintrust Arena. Here’s the game preview, prediction, injury report, and how to watch, stream for free.

Nina Farion - Mushoku Tensei 8th animated SFW preview. Full set has 274 images, 207 animations and 58 SFW animations. #NinaFarion# #MushokuTensei# #JoblessReincarnation#

Your agent needs a computer, but sometimes a full Linux container is overkill. Today we're releasing a preview of cloudflare/computer, a package that runs your code in a fast isolate when possible, falling back to a container only when it's needed.

DeepSeek V4 Flash High 在前端代码竞技场冲到总榜第7，得分1586，开源模型中排名第3。 消费产品第4，参考设计、数据分析和游戏均排第6。 相比Flash High Preview暴涨154分，甚至比V4 Pro Preview高出121分。这次Flash版的升级幅度确实很大。