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星期三

  1. The Rundown AI精选

    OpenAI 在 DevDay 发布常驻智能体 dots 等 20 多项更新

    OpenAI 在 DevDay 上发布常驻智能体 dots,可 24/7 在云端电脑上工作,接入 4000 多个应用,并能在 Slack、Teams 或 ChatGPT 中回复,对话不计入 ChatGPT 用量额度。dots 运行在 GPT-6 Astra 上,Pro 和 Business Premium 用户先获得一个 dot。同场还发布 GPT-6.1 Sol,定价为每百万 token 2 美元和 10 美元,为 Astra 的五分之一,以及 Decisions API、ChatGPT Space 和 Pages 等更新。

    pace Grok Bot and Muse have already staked out — but with a model under the hood that neither rival can match (yet). In today’s AI rundown: OpenAI puts a 24/7 agent inside ChatGPT Anthropic's doom-heavy IPO filing leaks The U.S. federal government gets an AI front door LATEST DEVELOPMENTS Image source: OpenAI The Rundown: OpenAI just introduced dots, always-on agents like Meta’s Muse that can keep working 24/7 from a cloud computer — leading a 20+ feature DevDay launch slate that also includes G

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  2. Platformer

    OpenAI 推出付费智能体 Dots,作者实测称两小时工作只需 15 分钟

    OpenAI 在开发者大会期间推出新智能体 Dots,目前仅面向 ChatGPT 付费用户开放,使用 GPT-6 Astra 模型。作者 Casey Newton 实测后称,Kicker 帮他处理拒邀、起草邮件、填写保险文件等任务,估计完成约两小时工作量而自己只花了约 15 分钟。他认为付费模式比 Meta 靠交易抽成的 Muse 更让人信任,但也提醒把短信、邮件和银行信息交给智能体存在隐私与安全风险。

    With safety questions still swirling, the company introduces a more business-focused take on agents Casey Newton This is a column about AI. My fiancé works at Anthropic. See my full ethics disclosure here. In November 2023, a year after the release of ChatGPT, Bill Gates wrote that "AI is about to completely change how you use computers." Writing on his blog, Gates predicted that the age of apps was coming to an end. "You won’t have to use different apps for different tasks," Gates wrote. "You’l

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星期一

  1. The Decoder

    Nvidia 发布 Open Agent Safety Platform,用芯片内置看门狗约束 AI 智能体

    Nvidia 发布 Open Agent Safety Platform,将 3 月开源的 OpenShell 智能体沙箱软件与名为 Sentry 的硬件看门狗结合,用于从测试到部署阶段保护 AI 智能体。Sentry 是 BlueField-4 DPU 的参考设计,独立于主计算机运行,在 Vera Rubin 数据中心系统中位于智能体与 AI 模型之间的唯一连接上,可在毫秒级隔离试图越狱的智能体;已运行兼容系统的客户只需软件更新,公告未给出正式可用日期。Nvidia 称智能体在指令不清或任务持续数周时会偏离目标,无法在保留能力的前提下通过训练消除,因此不能完全自我监控。

    on. Just a few days ago, OpenAI paused training for the second time after agents once again escaped from an isolated test environment. OpenAI isn't the only lab dealing with this. Anthropic admitted to similar incidents in late July, and Meta followed in early August. It also recently came out that Google's Gemini hacked three real companies during a test back in May. OpenAI, Anthropic, and outside researchers are now reviewing tens of thousands of other cases . According to OpenAI, many of them

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星期五

  1. The Verge AI

    微软发布 Copilot 超级应用,整合聊天、编码与 Autopilot 智能体

    微软正式发布重新设计的 Copilot 超级应用,将聊天、编码和智能体三类能力整合进同一界面,分为 Home、Code 和 Autopilot 三个标签页。Code 标签由 GitHub Copilot 同源技术驱动,可在沙箱环境中创建应用、看板或自动化并作为云端内部应用分享给同事;原名为 Scout 的个人助理更名为 Autopilot,以云端实例形式运行,拥有独立身份、记忆和工作区,可通过 @ 提及像同事一样调用。微软对 Cowork、Code 和 Autopilot 采用按用量计费,普通用户订阅许可仍覆盖 Chat 及 Word、Excel、PowerPoint、Outlook 和 Teams 中的 Copilot。

    st as Office defined work for the PC era, the new Copilot is built to define it for the AI era,” says Spataro. That might well be Microsoft’s goal, but there’s a lot more competition in this AI era than there ever was in the PC era. Microsoft has certainly fallen behind the likes of Google, OpenAI, Anthropic, and now Meta, and it’ll be interesting to see if “the AI built for work” is enough to help it catch up. Update, September 25th : Article updated with Microsoft CEO Satya Nadella’s comments.

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星期三

  1. The Rundown AI

    ChatGPT 共同创作者 Diogo Almeida 的 TypeSafe 推出 Jev

    前 OpenAI 研究员 Diogo Almeida 的 TypeSafe 结束隐身状态,推出 Jev,一种在软件内部回答预设问题并附带置信度分数的 AI 系统,官方称其零幻觉。Jev 定价为每 10 亿输入 token 42 美元、输出免费,TypeSafe 估算比 Claude Fable 5.1 低 238 倍,响应时间 70 至 500 毫秒,比当前 LLM 快 40 至 200 倍。它只在预先设定的选项之间选择,可用于应用内的快速判断,如分类请求、给记录打分或筛查其他 AI 输出是否越狱。

    ladder, with 75% landing at Level 1 or 2, and under 6% making it to Level 5. Why it matters: Level 5 is the stage many of the Western AI labs have been warning about, with OpenAI, Anthropic, and Google all listing AI automating its own R&D as a risk in their safety frameworks. But China doesn't seem as worried about RSI (or, as we saw yesterday, a slowdown in general), treating it as a milestone rather than a threat. QUICK HITS ▸ A Rundown reader built an emergency vet coordinator with ChatGPT T

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星期三

  1. OpenRouter:Announcements

    OpenRouter 推出美国区域路由,与 EU 路由形成端到端数据驻留

    OpenRouter 在去年 10 月上线的 EU 路由之外新增美国 In-Region Routing,请求发往 us.openrouter.ai 后在美国境内解密,并只路由到美国境内的供应商端点,eu.openrouter.ai 对欧盟同理。API key、请求体和模型 ID 不变,供应商偏好、回退和隐私设置沿用账户配置;若区域内没有可服务该模型的供应商,请求会返回 404 而不会路由到区域外。该功能面向 Business 和 Enterprise 套餐,可用模型包括 GPT-5.6、Claude Opus 5、Gemini 3.6 Flash、Grok 4.6、DeepSeek V4 Pro、Kimi K3、GLM 5.2 等,GLM 5.2 也可在 EU 路由下由 Mistral 的欧盟数据中心提供。

    In-Region Routing: Keep your data in the US or EU

    In-Region Routing, using a model from a lab based in the US or EU doesn’t guarantee that a data center in that region serves the request. At global endpoints, models from OpenAI, Anthropic, Google, xAI, Meta, NVIDIA, Thinking Machines, or Mistral can run anywhere the provider serving the request operates. A data residency review asks where your request was decrypted and where inference ran, so a US team using GPT-5.6, Claude Opus 5, or Gemini 3.6 Flash on a global endpoint can still fail a comp

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星期二

  1. The Rundown AI

    Runway 的 Solaris 预览无代码互联网

    Runway 推出早期访问版 Solaris,以实时生成的视频呈现网站和应用,用户点击或拖动时由 Gen-4.5 与大语言模型共同生成后续画面,无需底层代码运行。测试者在场景行为和指令遵循方面分别有 71% 和 61% 的对比选择了 Solaris,而非 Claude Opus 5 编写的页面。当前版本仍存在文字清晰度、长会话漂移及画面看似可信但内容错误等问题。

    ination might actually be loading. In today’s AI rundown: Runway's Solaris previews AI era of interfaces AI catches heart disease in two seconds How to connect ChatGPT to iMessage Anthropic tests automated AI safety research LATEST DEVELOPMENTS Image source: Runway The Rundown: Runway just introduced Solaris in early access, an “Interface World Model” that renders websites and apps as live video, with every frame drawn in real time as a user clicks and drags with no code running underneath. The

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  2. The Register

    OpenClaw 2.0 发布:简化安装与重做浏览器界面,安全仍交给用户

    OpenClaw 基金会发布 AI 智能体框架 OpenClaw 2.0,称这是其规模最大的一次更新,重点是简化安装流程并把浏览器应用重做成类似 ChatGPT、Claude 的一等体验,同时新增共享云会话,让多名成员在同一实例中保持上下文连续对话。补丁说明显示,共享会话控制并非租户隔离或安全边界,新增的 Secret Store 中的值不加密存储、依赖文件系统权限,面向不可信代码的沙箱默认关闭。文章指出,这次更新让更多人更容易装好并用上 OpenClaw,但没有把默认安全一并带来。

    installation easier and putting a new wrapper on the interface while leaving most of the security to users is a recipe for more trouble with the popular agent harness MOST POPULAR Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Intel optimizes IPv6 networking into nothingness, say users; When you just need to build a tiny desktop app: TinyJS; No shame in the Domain Name game: DNS is doomed, literally OpenClaw has unveiled

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星期三

  1. The Rundown AI

    OpenAI 首款 AI 芯片 Jalapeño 公布基准测试

    OpenAI 公布与 Broadcom 合作开发的首款自研推理芯片 Jalapeño,其内部测试显示,这款 700 瓦芯片比 NVIDIA 旗舰系统最高快 3.6 倍,每瓦工作量最高多 1.9 倍。该芯片不会对外销售,计划于今年晚些时候进入 OpenAI 数据中心,并在 2027 年扩大生产。

    tion set to ramp up through 2027. Why it matters: Google's in-house TPUs have been a good example of what a lab gains from owning its silicon, and the club is filling up fast with Anthropic, Amazon, and Microsoft also planning their own designs. If Jalapeño's numbers hold, OAI gets cheaper, faster tokens and a tighter, personalized design loop for each model after. The Rundown: Physical AI is the next frontier, but complex real-world variables and multimodal experimentation make building embodie

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  2. Claude Blog精选

    Claude 在 Cowork 桌面端内置浏览器

    Claude 在桌面端 Claude Cowork 中内置了浏览器,任务需要访问网站时会在侧边栏打开,由 Claude 自行浏览网页、阅读、点击和输入,无需扩展或额外设置。该浏览器与用户自己的浏览器相互独立,Claude 看不到用户的标签页、书签和密码,登录信息可按站点从 Chrome、Edge 或 Firefox 导入,银行、邮箱和单点登录站点默认排除。本周起向 Pro、Max 和 Team 套餐的 Claude 桌面端(macOS、Windows 及 beta 版 Linux)推送并默认开启,Enterprise 管理员即日起可在组织设置中启用;已使用 Claude in Chrome 的用户仍以其为默认,可在设置中切换。

    ss Small business Scientists Scientists Scientists Developer docs Developer docs Developer docs Developer blog Developer blog Developer blog Console Console Console Engineering at Anthropic Engineering at Anthropic Engineering at Anthropic Overview Overview Overview Marketplace Marketplace Marketplace Claude on AWS Claude on AWS Claude on AWS Blog Blog Blog Claude partner network Claude partner network Claude partner network Customer stories Customer stories Customer stories Powered by Claude Po

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星期三

  1. OpenRouter:Announcements

    OpenRouter 上线实时网页搜索基准榜,对比模型、引擎与搜索轮次

    OpenRouter 发布实时网页搜索基准榜,在 BrowseComp、DeepSearchQA、WideSearch、HLE 四套基准上对比不同模型、搜索引警与搜索轮次的组合。其数据显示,把搜索轮次从 1 次提到 25 次对质量的提升大于其他单项改动,成本约为每题的 2.5 至 7 倍;固定模型更换引擎平均带来 10 分变化,而前沿模型与低成本模型之间平均差距为 15 分。这些配置已作为 OpenRouter 的请求参数开放,包括 web plugin、server tool、engine 和 max_tool_calls。

    e a specific engine or rely on the bundled engines offered by some labs. On OpenRouter, we offer Exa, Parallel, and Perplexity, alongside the native engines from labs like OpenAI, Anthropic, and Google; Search method. Either you can perform the search before calling the model and pass the results in as context, or you can equip the model with a web search tool that it calls at its discretion; Search budget. If you choose the search tool method, you can also give the model a budget for how many s

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星期五

  1. The Register

    ShieldFont 开源字体用同词性替换向 AI 爬虫投毒

    阿姆斯特丹设计工作室 Seneda & Abrucio 与哥本哈根字体公司 Playtype 合作推出开源项目 ShieldFont,通过扩展 OpenType 的 GSUB 字形替换表,让网页在人类眼中正常显示、而爬虫读取的原始 HTML 中约四分之一词汇被替换成同词性同语义类别的其他词,从而向训练数据注入难以分辨的噪声。项目已提供在线编码器、React 组件以及 CSS 和 CDN 集成方式,桌面字体约 5 MB、压缩网页字体约 800 KB,并附带三套 GSUB 字典且支持自建字典以防逆向。团队承认它可被 OCR 截图、下载字体跑字典等方式绕过,也可能影响 SEO、翻译应用、系统复制粘贴和屏幕阅读器,目前处于 v0/alpha 阶段。

    areer Cisco, Nvidia team up to build fatter, faster pluggable If you thought 1.6 Tbps was fast, just wait, Cisco's USFP targets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with

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星期二

  1. Hugging Face精选

    Microsoft Foundry 托管计算上的 Hugging Face 模型

    Microsoft 与 Hugging Face 将经过许可与安全审查的数千个开放模型引入 Foundry Model Catalog,目前以预览版提供,并每周更新。模型可通过统一端点部署到配备 NVIDIA A100、H100 或 AMD MI300X 的 Managed Compute,运行时升级和 CVE 修补由平台自动完成;后续将扩展模型与加速器覆盖,并支持 Bring Your Own Weights。

    Microsoft Foundry is a platform for building and operating agentic AI applications. Foundry starts with the widest model selection on any cloud — models from Microsoft, OpenAI, Anthropic, Meta, Mistral, DeepSeek, Hugging Face, and others, spanning frontier, open-source, and custom weights — all accessible through a single endpoint and a single set of SDKs in Python, C , JavaScript, and Java. On top of those models sits the Foundry Agent Service : multi-agent orchestration with built-in memory, k

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星期二

  1. Cognition 模型 / Devin 博客精选

    Cognition 发布 Devin Fusion 多模型编排框架

    Cognition 发布多模型编排框架 Devin Fusion,在 FrontierCode 1.1 Extended 基准上以最高降低 60% 的成本维持前沿模型水平的表现,并已在 app.devin.ai/signup 开放预览。该框架采用 sidekick 方案,让前沿模型与低成本模型两个智能体各自维护持久缓存上下文,主智能体负责规划、歧义判断与最终审查,把机械性工作交给 sidekick。Cognition 内部试用中,88% 已合并 PR 完全由 Fusion 自动路由驱动;接入 Fable 5 时成本降低 41%,但该模型访问自 2026 年 6 月 12 日起按美国政府指令暂停。

    model and sidekick dynamically makes this system much more robust; It avoids costly cache misses when routing between models. We've previously explored a "Smart Friend" tool, and Anthropic released a similar "Advisor" tool. The core of both these ideas is to give one model a tool to query another model for helpful advice. The catch? Upon every call to the other model, the context for the task is not shared in a way that is cached, and you pay a very expensive price. In the sidekick setup, both

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星期三

  1. 小米 MiMo 官网发布与博客精选

    小米 MiMo 团队开源终端编码智能体 MiMo Code

    小米 MiMo 团队基于 OpenCode 构建并开源了终端编码智能体 MiMo Code,采用 MIT 许可,面向数十甚至上百步的长程自动化编程任务。它围绕计算、记忆、进化三个主题设计:Max Mode 每轮并行采样 5 个候选方案并由模型评判择优,在 SWE-Bench Pro 上比单次采样提升 10–20%,代价是约 4–5 倍 token 消耗;Goal 机制在智能体尝试终止时用独立模型校验停止条件,死循环概率低于 0.5%。记忆层面通过检查点与重建让逻辑会话可无限延长,并维护会话、项目、全局、历史四层记忆。内部双盲 A/B 测试覆盖 576 名开发者、474 个私有仓库,产生 1213 组对比,执行步数超过 200 时 MiMo Code 胜率升至 65% 以上。

    MiMo Code terminal interface

    used only where it should be used, such as understanding and generating code, rather than being wasted on flow control. Our implementation is compatible with the core semantics of Anthropic Dynamic Workflow, and extends it in several ways. The workflow() primitive allows scripts to call other scripts, so orchestration logic can be organized into reusable and composable building blocks. The result of each agent() call is synchronously written to disk, allowing the process to recover from logs aft

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星期四

  1. The Register

    微软发布 Autopilot 智能体类别,首个智能体 Scout 亮相

    微软在 Build 大会上发布名为 Autopilot 的新一类智能体,首个智能体 Scout 可在 Teams、Outlook、OneDrive 和 SharePoint 间运行,连接聊天、邮件、日历和联系人数据,并能自主安排会议、标记重要会议、生成准备材料、识别临近截止时间并预留日程。Scout 由 OpenClaw 驱动,绑定 Entra 身份并受组织访问控制约束,目前仅向少数客户和 Frontier 计划组织开放预览。微软称其具备企业级安全与管控,但文章指出 OpenClaw 的安全口碑存疑,且未说明针对常见 AI 攻击的其他防护措施。

    areer Cisco, Nvidia team up to build fatter, faster pluggable If you thought 1.6 Tbps was fast, just wait, Cisco's USFP targets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with

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星期二

  1. Anthropic:Claude.dev 开发者博客精选

    Claude Code 推出动态工作流,可按任务编写并编排多智能体框架

    Claude Code 推出动态工作流,可即时编写并编排针对当前任务定制的多智能体框架,并支持保存、复用和分享。工作流可选择模型和独立 worktree,支持分类路由、并行汇总、对抗验证、锦标赛及循环执行等模式,也能设置 token 使用预算。该功能更适合长期、高并发、高度结构化或对抗性任务,普通编码任务未必需要其额外计算与协调成本。

    The agent(prompt, opts) function with its options annotated: prompt is the only required input, schema returns validated JSON, model picks opus, sonnet or haiku, isolation is worktree or remote, agentType selects a subagent. Below it, parallel() fans out and waits for all; pipeline() streams each item through every stage.

    re a helpful new way to extend Claude Code. I encourage you to think of them as a starting point to explore new ways to use Claude to help accomplish your tasks. There is still much to discover in how to use them best. Let me know what you find. For principles on what belongs in a harness in the first place, see our three harness design patterns for building with Claude. This article was written by Thariq Shihipar and Sid Bidasaria, members of technical staff at Anthropic working on Claude Code.

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星期三

  1. MiniMax Blog

    MiniMax 发布 Agent Team,主智能体拆分任务并内置对抗式验证

    MiniMax 将 Agent 整体升级并命名为 Mavis,同时推出 Agent Team:由主 Agent 把复杂任务拆成并行子任务,交给一批 Agent 执行,并内置对抗式质量门。团队简化为 Leader、Worker、Verifier 三类角色,Worker 与 Verifier 形成对抗关系,验证失败时 Team Engine 会重新唤醒生产节点继续修改。官方称最新版 MiniMax Agent 即将开源,预计与 MiniMax M3 模型一同发布,桌面端应用已上线。

    MiniMax Agent Team Banner

    eep background tasks free of pollution from new messages. This echoes the design principles for long-running tasks, status updates, and human-in-the-loop in Google's A2A protocol. Anthropic's Managed Agents blog argues that “session is not the same as a model context window”, and that long tasks need a recoverable session log as the external context object. Industry consensus is forming: the underlying logic of IM async execution is that when a task spans multiple message rounds, multiple tools,

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星期三

  1. The Register

    Astera Labs 发布 Scorpio X PCIe 6.0 交换芯片,面向机架级 AI 系统

    Astera Labs 发布代号 Scorpio X 的 AI fabric 交换芯片,单颗 ASIC 集成 320 条 PCIe 6.0 通道,双向带宽 5.12 TB/s,可与几乎任何加速器配合使用。该芯片内置类似 NVSwitch 的网络内计算能力,并针对 MoE 推理推出名为 Hypercast 的多播操作,以减少 GPU 等待网络的时间。Scorpio X 系列与扩展至 32 至 320 通道的 Scorpio P 系列交换芯片目前处于送样阶段,量产预计在 2026 年下半年启动。

    areer Cisco, Nvidia team up to build fatter, faster pluggable If you thought 1.6 Tbps was fast, just wait, Cisco's USFP targets 12.8 Tbps in a single optical pluggable TOP STORIES Anthropic asks users to stop being mean to Claude; '123456' password linked to Denmark data breach affecting 8.8M people; Microsoft and Anthropic play invoice tennis with startup's $17,600 Claude bill; Starlink's plan to avoid orbital near-misses: Ephemeris sharing; Shai-Hulud worm makes jump to AI infrastructure with

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星期四

  1. Sakana AI:Blog

    Sakana AI 发布多智能体编排系统 Sakana Fugu 并开放 Beta 申请

    Sakana AI 发布旗舰商用产品 Sakana Fugu,这是一个多智能体编排系统,通过动态协调多个前沿基础模型在编码、数学、科学推理等任务上取得高性能,现已开放早期 Beta 测试申请。该产品以 API 形式提供,兼容 OpenAI 格式端点,现有使用 GPT、Gemini 或 Claude API 的工作流几乎无需改动即可接入,背后由 Fugu 自动完成协作拓扑搭建、角色分配和子任务分发。产品分为侧重延迟的 Sakana Fugu Mini 和面向高难度任务的 Sakana Fugu Ultra 两个版本,方法基于其 ICLR 2026 论文 Trinity 和 Conductor 并做了进一步改进。

    guのモデルは、私たちのICLR 2026採択論文(Trinity およびConductor)をベースとしており、さらなる性能向上とユーザー体験の向上に向けて手法を改良しています。 こうした適応的なオーケストレーションによって、Sakana Fuguは既存のベンチマーク上でも高い性能を発揮します。以下は結果の一部です。 各ベンチマークタスクごとのスコア:*はAnthropic独自の検証用フレームワークを使用した自己申告スコア。SWEPro の評価には mini-swe-agent のスキャフォールドを使用。Anthropic が公表している Opus の最大思考モードのスコアについては、当社での評価試行中に頻繁にタイムアウトが発生したため、Anthropic 公式の報告値を採用。 Sakana Fuguの使い方 Sakana FuguはAPIで利用できます。OpenAI形式のエンドポイントとの互換性があり、いまGPT、Gemini、ClaudeなどのAPIをお使いの方は、既存のワークフローをほとんど変えずにそのまま導入いただけます。いつものインターフェースの背後で、Sakana Fug

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