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Arena.ai

MiniMax-M3.1-Flash 由 @MiniMax_AI 发布,现已上线 Code Arena:WebDev。它在开源模型中首秀排名第 12,得分 1588 分(总榜第 32)。它还将 MiniMax 提升至所有实验室中的第 12 名! MiniMax-M3.1-Flash 相比上一个版本 MiniMax-M3 提升了 106 分,后者得分为 1482 分,在开源模型中排名第 19(总榜第 66)。MiniMax-M3.1-Flash 定价为每 100 万 tokens 输入 $0.15 / 输出 $0.60,成本还降低了 50%。 相比 MiniMax-M3,它在所有类别中的排名和得分也都有所提升: - 基于参考的设计:第 20 → 第 7(+155 分) - 内容创作工具:第 20 → 第 7(+113 分) - 数据与分析:第 18 → 第 8(+68 分) - 游戏:第 21 → 第 9(+179 分) - 模拟:第 22 → 第 13(+122 分) - 品牌与营销:第 18 → 第 14(+78 分) - 消费产品:第 18 → 第 14(+64 分) 恭喜 @MiniMax_AI 团队发布这一版本!

机器翻译
MiniMax (official)@minimax_ai

MiniMax M3.1 Flash: Space Performance + Bunny Speed 🚀🐰 Yes, Space Bunny - which has topped global leaderboards with 200T+ tokens - was an earlier version of M3.1 Flash. 💰Redefining the performance economics of agentic AI. M3.1 Flash achieves frontier-level intelligence across key tasks such as Cowork (Automation-Bench: 62%; ALE: 30%), Coding (DeepSWE: 74%) and Visual Reasoning (BabyVision: 91%), at 1/3 the cost of M3 and 3x the speed. API pricing (flat rate): $0.15 / $0.60 per 1M input/output tokens, with cache reads at $0.015 / 1M tokens. Model weights will arrive on Oct 23. API: platform.minimax.io M Plan: minimax.io/m-plan MiniMax Code for desktop: agent.minimax.io/download

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🚨 AI News | TestingCatalog

MiniMax 正式发布了 MiniMax M3.1 Flash,也就是之前在 OpenRouter 上代号为“Space Bunny”的那个模型。 MiniMax M3.1 Flash 在 DeepSWE 上得分 74%,价格是每 100 万输入/输出 token 分别 $0.15/$0.60。 权重将于 10 月 23 日发布。另外,MiniMax 还在准备推出一个 Pro 模型。

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MiniMax (official)@minimax_ai

MiniMax M3.1 Flash: Space Performance + Bunny Speed 🚀🐰 Yes, Space Bunny - which has topped global leaderboards with 200T+ tokens - was an earlier version of M3.1 Flash. 💰Redefining the performance economics of agentic AI. M3.1 Flash achieves frontier-level intelligence across key tasks such as Cowork (Automation-Bench: 62%; ALE: 30%), Coding (DeepSWE: 74%) and Visual Reasoning (BabyVision: 91%), at 1/3 the cost of M3 and 3x the speed. API pricing (flat rate): $0.15 / $0.60 per 1M input/output tokens, with cache reads at $0.015 / 1M tokens. Model weights will arrive on Oct 23. API: platform.minimax.io M Plan: minimax.io/m-plan MiniMax Code for desktop: agent.minimax.io/download

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Philipp Schmid
Philipp SchmidAI@_philschmid·

Agent 能在未见过的任务上改进自己的 harness 吗?@GoogleResearch 团队发布了 Harness²,一个可以围绕冻结模型改进 harness 的框架。 工作原理: 1️⃣ Agent 在每个任务上运行基础 harness,记录基线轨迹 2️⃣ Editor agent 检查轨迹,起草 2 个候选编辑(SI、Skills、hooks……),并运行两者。 3️⃣ Composer agent 将新轨迹与基线做 diff,合并修复了失败的编辑(在限额内),并运行最终 harness。 4️⃣ Reflector agent 将验证过的经验记录到文件中,并把胜出的组件保存到库中,供未来任务按需调用。 结果: - 💡 Gemini 3.5 Flash 在 WorkBuddy-Bench 上 +8.4,在 JobBench 上 +7.5。 - 🛠️ Skills 和脚本驱动了约 50% 的编辑;去掉 skills 会损失 5.3 分。 - 📚 Gemini 3.5 Flash 在编辑自己的 harness 时,在全部 3 个基准上都有提升。 论文:arxiv.org/abs/2610.14224 代码:github.com/google-research/harness2

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Chubby♨️
Chubby♨️AI@kimmonismus·

MiniMax M3.1 Flash 官方基准测试成绩! 成绩非常亮眼,尤其考虑到 DeepSeek 4.1 Flash 才发布没几天——而 MiniMax 这款新的 Flash 模型已经在多个关键基准上超过了它! tl;dr MiniMax M3.1 Flash 的错峰输入/输出价格与 DeepSeek V4.1 Flash 持平,高峰时段价格则只有后者的一半,但缓存输入收费更高,且在六项可对比基准中有四项落后于最新的 DeepSeek。

机器翻译
MiniMax (official)@minimax_ai

MiniMax M3.1 Flash: Space Performance + Bunny Speed 🚀🐰 Yes, Space Bunny - which has topped global leaderboards with 200T+ tokens - was an earlier version of M3.1 Flash. 💰Redefining the performance economics of agentic AI. M3.1 Flash achieves frontier-level intelligence across key tasks such as Cowork (Automation-Bench: 62%; ALE: 30%), Coding (DeepSWE: 74%) and Visual Reasoning (BabyVision: 91%), at 1/3 the cost of M3 and 3x the speed. API pricing (flat rate): $0.15 / $0.60 per 1M input/output tokens, with cache reads at $0.015 / 1M tokens. Model weights will arrive on Oct 23. API: platform.minimax.io M Plan: minimax.io/m-plan MiniMax Code for desktop: agent.minimax.io/download

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🚨 AI News | TestingCatalog

每日 AI 简报 🗞 — 10 月 19 日 OPENAI 🔥: - OpenAI 正在 Arena 上测试新的“Aurora”图像模型,此前 aurora-red、green 和 blue alpha 引用曾短暂出现在其 API 中。 - Codex 桌面应用现在允许你在一个对话线程内编辑之前发送的消息。 - Replit 已将 OpenAI 设为其默认模型提供商,取代了 Anthropic。 ANTHROPIC 🔥: - Anthropic 承诺将其 5% 的股份投入新成立的 Anthropic Public Benefit Fund。 - 据报道,Claude Fable 5.5 正准备发布,在 Azure、第三方工具和合作伙伴测试中发现了相关痕迹。 - Claude 正在准备一项个人理财功能,原代号为“Claude Money”,该功能通过 Plaid 分析银行数据并构建仪表盘。 NVIDIA 🔥: - NVIDIA GTC Berlin 将于 10 月 20 日至 22 日举行,黄仁勋的主题演讲将于 10 月 21 日在 Tempodrom 进行。 MINIMAX 🔥: - MiniMax 预告了即将推出的 MiniMax-M3.1-Flash。该模型目前正在 API 上逐步推出。 OPENCODE 🔥: - OpenCode 表示,一次蒸馏攻击耗尽了其约 1.4% 用户的 OpenAI、Anthropic 和 Google API 余额。 * 使用 Grok 撰写本简报,挑选新闻并进行了一些后期编辑。

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🚨 AI News | TestingCatalog@testingcatalog

DAILY AI BRIEF 🗞 — Oct 17 OPENAI 🔥: - OpenAI upgraded GPT-6 Astra Pro in ChatGPT with faster responses, better plugin and tool use, and multiple agents working in parallel, now available to Pro users. - Codex and Work now give more effective usage by reusing context across subagents, caching it longer, and routing requests for more cache hits. GOOGLE 🔥: - Google AI Pro subscribers can now build with Gemini 4 Argon in AI Studio Build and the playground. - Google AI Studio Build added Plan and Max modes for planning before changes and working longer for better results. - Gemini Notebook is preparing step-by-step Slides and Video creation from chat, based on a new hidden notice. DEEPSEEK 🔥: - DeepSeek released DeepSeek-V4.1-Flash-1017, an open-weight MIT-licensed update with big gains in reasoning, coding, agentic and visual tasks plus faster, shorter outputs. SPACEXSI 🔥: - Grok Bots are now available on Grok web and mobile. - Grok Bot got much faster, finishing computer tasks 3x sooner on average and other replies in less than half the time. ANTHROPIC 🔥: - Claude Code Review is now generally available for Team and Enterprise plans, with Quick, Standard and Deep review levels per repo. PERPLEXITY 🔥: - Perplexity open-sourced Decider v1.2 and Decider Flash v1.2, its 27B and 4B multimodal decision models. - Gemini 4 Argon is now available in Perplexity for Pro and Max subscribers. NVIDIA 🔥: - NVIDIA RTX Spark Windows laptops, pairing a Blackwell GPU with a Grace CPU and up to 128GB of unified memory, are now on sale. - NVIDIA quietly released Nemotron Labs Dory 1.0, a 4B looped open model with a 256K context window, on Hugging Face. REFLECTION 🔥: - Reflection released Beam, an open-weight model under Apache 2.0 with 40+ launch partners. CURSOR 🔥: - Cursor cloud agents can now build interactive canvases like dashboards and reports that can be shared as a link. TENCENT 🔥: - Tencent released Hy Memory 2.0, an open-source memory model, framework, and MemHub app that syncs across 10+ AI tools. * Used Grok to compose this brief, cherry-picking the news and doing some post-editing.

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Gary Marcus
Gary MarcusAI@garymarcus·

确实。而且埃隆已经明确表示,他(最初)声称的捐款将只用于美国儿童。

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Ruchir@heyruchir

man, I'm really not a fan of this tbh. It seems kind but I really don't want unelected technocrats to possess so much power that they're literally going to distribute capital. end result is simple: Anthropic PBC will give out more $$ than entire governments. So citizens of smaller countries will be at the mercy of Anthropic PBC. horrible outcome.

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Gary Marcus
Gary MarcusAI@garymarcus·

如果我们往一个自己掌控的“福利基金”里投入足够多的股份,那就算有很多人在我们眼皮底下死去,你也不会太生气吧?

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Jake Wintermute 🧬/acc@synbio1

Anthropic's proposed AI safety bill sets "killing or seriously injuring more than 50 people" as the risk threshold for blocking the release of an AI model In contrast, when a single patient (Jesse Gelsinger) died in a gene therapy clinical trial in 1999: - The institute that ran the trial was dissolved - The senior scientist running the trial was banned from clinical work for 5 years - Gene therapy saw deep cuts in funding and research activity for a decade Tech and biotech have just profoundly different cultures of risk. As AI companies increasingly engage with biomedical research, a culture clash is inevitable politico.com/news/2026/10/16/anthropic-ai-safety-01124654

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tae kim
tae kimAI@firstadopter·

整体数据中心建设数据非常强劲。 Bernstein:“+456 GW 项目储备,9 月环比增长 52 GW,即 13%。超大规模厂商的储备增长了 10.1 GW,其中亚马逊贡献 3.9 GW,谷歌 3.8 GW,Meta 2.4 GW。” “在建。建设规模增长 7 GW(环比 +10%),其中谷歌贡献 2.1 GW,微软破土动工约 1 GW。Colos(1.4 GW)、Neoclouds(1.1 GW)” “搁浅容量。9 月增长 2 GW,较 8 月新增的 7 GW 明显放缓。”

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tae kim
tae kimAI@firstadopter·

美银:我们对苹果官网以及多家运营商网站上iPhone发货日期的追踪显示,截至10月19日,iPhone Duo的全球平均发货时间(按天计)为82天……最新的门店快照显示,iPhone Duo在发售当天(10月23日)门店无货可售。

机器翻译
Gary Marcus
Gary MarcusAI@garymarcus·

更新:我看到埃隆提出,2027年某个时候给美国每个孩子一股SpaceX(目前每股146美元),并承诺未来还会捐款,但具体没说。我们拭目以待他会不会兑现;这对成年人来说是零,而且这本身也很难说是什么高收入。

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Elon Musk@elonmusk

Next year, I will give one of my SpaceX shares to every kid in America. This will be the first of many.

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Gary Marcus
Gary MarcusAI@garymarcus·

埃隆根本没干那事。 他说的话没有约束力 而且他没说给多少 也没说什么时候给 而且他从来就没给过慈善机构任何东西(或者说没做过不求回报的事) 人们怎么能这么好骗?!

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Chubby♨️@kimmonismus

Elon Musk just confirmed that its the beginning of Universal High income. Enjoy your last months before the abundance begins and we enter the golden era.

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🚨 AI News | TestingCatalog

Nebius 亲自挑选获得资助的项目。 每位入选成员都能获得 Token Factory 和合作工具的额度,附带可运行的代码示例、1 美元的认证,以及与 Nebius 工程师直接交流的办公时间。 欧洲站扩展本周在 NVIDIA GTC Berlin 启动。Nebius 表示,其与 NVIDIA 合办的 Global AI Hackathon 已有超过 24,000 名参与者。 免费加入 👀 dev.nebius.com/builders

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🚨 AI News | TestingCatalog

Nebius 将其 AI Builder Program 扩展到欧洲,提供由 NVIDIA、Accel 及其他欧洲风投共同出资的 1000 万美元算力资助。 加入免费,开发者可获得在 Nebius 上运行开放模型的额度;欧洲版还额外为可能需要更多算力或资金才能成长的大型开源项目提供支持。 > 入选项目可获得 Token Factory 的算力资助,这是 Nebius 自家专为运行开放模型设计的服务。 > Accel 及其他欧洲风投提供创始人资金,帮助团队把开源项目变成公司。 > Nebius 和 NVIDIA 还与 AI Tinkerers、{Tech: Europe} 和 ESRA 等社区一起举办黑客松和演示日。

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Nebius@nebiusai

The AI Builder Program is expanding across Europe with $10M in total support across compute grants, capital, and community programs. Are you building open models, developer tools, or applications on top of them? The program helps builders go from experimentation to scale-up through: - Compute grants for selected projects in areas such as open models, coding agents, post-training, and evals - VC connections to help turn open source projects into companies - Hackathons and demo days with communities including @AITinkerers, @techeurope_ , and @esra_robotics to build, connect, and share your work We’re kicking off the European expansion this week at #NVIDIAGTC Berlin with @NVIDIAAI, @Accel, and a network of European VCs. Building AI in Europe? Details below. 👇

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🚨 AI News | TestingCatalog

Minimax 正准备发布 MiniMax-M3.1-Flash,API 参考文档里已经写明了。 > “MiniMax-M3.1-Flash——前沿多模态编程模型,100 万上下文窗口,思考深度可调。” > “思考深度可调”似乎是 3.1 系列将提供的一项新特性。 很快了 👀

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MiniMax (official)@minimax_ai

Welcome back. Space Bunny. 🚀 MiniMax-M3.1-Flash is coming.

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Gorden Sun
Gorden SunAI@gorden_sun·

SMD:多模态蒸馏框架 一套蒸馏加速框架,让小模型能以极短的生成路径快速学会大模型的效果,适用于AI绘画、AI视频、AI语音等多模态场景。 应用 SMD 之后,AI模型只需要经过 4 步左右的计算就能生成细节逼真的高质量图片与视频,生成效率比传统需要几十步计算的模型有了明显提升。而且这项技术通用性很强,不仅能用于图片生成与编辑,还全面适配了 3D 物体建模、长视频生成以及音视频同步生成等多种复杂的多模态任务。 模型:huggingface.co/zjwfufu/SMD Github:github.com/zjwfufu/SMD 项目地址:zjwfufu.github.io/SMD-Page/

Ziyu Wan@raywzy1

Excited to introduce Simplified Matching Distillation (SMD) for few-step diffusion🧵 No auxiliary score model. No adversarial training. No generator modification. You will get: • Photorealistic appearance • High-quality dynamics • Memory-efficient training • Mode covering with diverse outputs SMD works well across images, video, joint audio–video, and 3D gen, validated across model scales up to 33B parameters. Besides, SMD supports: - Multi-teacher capability merging (like OPD in LLM) - Cross-model capability transfer - Bidirectional teacher to causal distillation Full release. Paper, code, model and data. Project Page: zjwfufu.github.io/SMD-Page/ Paper: arxiv.org/abs/2610.18472 Code: github.com/zjwfufu/SMD Model Card & Data: huggingface.co/zjwfufu/SMD Demo Video 👇

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Chubby♨️
Chubby♨️AI@kimmonismus·

Google Research 开源了 Harness²,这是一个让 AI agent 能够自我改进提示词、工具、记忆和工作流的框架。它会测试不同的配置,把有用的经验带入后续任务,同时保持底层模型不变。 关于自我改进模型的发布越来越多了。

机器翻译
Chubby♨️
Chubby♨️AI@kimmonismus·

Elon Musk刚刚确认,这就是全民高收入的起点。享受这最后几个月吧,之后丰裕时代开启,我们将进入黄金纪元。

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Chubby♨️@kimmonismus

Universal high incoming is coming. Anthropic plans to put 5% of its shares into a Public Benefit Fund, subject to shareholder approval, with another 2 percentage points potentially added for every 50% increase in company value at the board’s discretion. The fund could support nonprofits or make direct payments to specific groups affected by AI, but it is not a commitment to universal basic income. Elon Musk supports the idea and is even calling for more direct payments to the general population. Anthropic seems certain: co-founder Jack Clark stated yesterday that we have now reached the singularity. Welcome to the future, friends!

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