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      <description>GitHub的context-aware秘密分类器提升检测质量，加权接受率提升11.5%，将中位扫描执行时间缩短86%｜来源：GitHub Blog</description>
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      <title>Run fast, private agents on-device with LFM2.5-24B-A2B</title>
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      <description>LFM2.5-24B-A2B 让私有代理在本地设备上高速运行。｜来源：Hugging Face Blog</description>
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      <title>Higgsfield 将 AI 视频时长从 1 分钟提升至 10 分钟以上</title>
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      <title>Science Corporation implants its vision-restoring chip in its first Stargardt disease patient</title>
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      <title>Shkreli 直播违反终身药品禁令，FTC 介入</title>
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      <title>在本地运行 kagent：从零到智能体构建器的完整指南</title>
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      <title>开发者体验作为业务策略的新洞察：基于最新DevEx报告</title>
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      <description>超百实证研究聚焦开发者体验干预与业务影响的系统映射，揭示了当前研究中的关键缺口。｜来源：Linux Foundation</description>
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      <title>国内最年轻AI教授创业：要让世界模型走向全身全模态</title>
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      <description>给Ego补上缺失的交互信息｜来源：量子位</description>
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      <title>Claude 写代码太快，Git 扛不住了：Anthropic 仅靠 7 人，5 个月重造版本控制系统</title>
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      <description>主流消费软件纷纷加入助手、AI搜索和自动化帮助，用户更多在已有产品中接触这些功能，部分用户认为其浅显或难以忽视｜来源：钛媒体</description>
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      <title>比亚迪汉EV纯电续航突破1000公里，起售价23.59万元</title>
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      <description>比亚迪汉EV提供超过1000公里的纯电续航里程，起售价为23.59万元，定位全尺寸行政旗舰。｜来源：爱范儿</description>
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      <title>宾大茅佳源：从单次演示到 83% 真机泛化，破解具身智能数据困局 | IROS 2026</title>
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      <description>剖析视觉与动作脱节问题，提出 TR 指标与自适应引导，重构具身智能泛化机制，使机器人从单次演示实现约 83% 的真机泛化率。｜来源：雷锋网</description>
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      <title>ChunkAct：面向智能体机器人的动作分块方法</title>
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      <description>提出ChunkAct方法，将大语言模型智能体纳入机器人控制回路，结合感知、运动及视觉-语言-动作工具，通过记忆指导实现泛化。｜来源：arXiv AI / ML / NLP</description>
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      <title>Gemini 4 Argon 上线，输出词元上限 100 万，专攻复杂问题</title>
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      <description>Gemini 4 Argon 正式上线，最大输出词元 100 万，面向全球开发者开放，可通过 AI Studio 或 Gemini 平台 API 使用，并兼容 Google AI Ultra/Pro 订阅服务｜来源：极客公园</description>
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      <title>从 Agent 到 Loop：AI 正如何重构软件工程？</title>
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      <description>10月22—24日，主要企业技术实践者分享 AI 在真实生产环境中的应用变化，涵盖 AI 应用、Agent 工程、AI Coding 等方向。｜来源：开源中国</description>
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      <title>最新硅谷内幕：三大巨头正集体冲刺RSI！</title>
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      <title>Sonos Play 众测体验</title>
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      <description>本文分享了Sonos Play在众测活动中的用户体验，涉及少数派与Sonos合作的活动内容。｜来源：少数派</description>
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      <title>Apple HomeView 广告节奏快速，除父母外多数人难以理解</title>
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      <description>广告展示一个五口之家在早晨匆忙的生活场景，伴随着喊声、杂乱以及错放的钥匙等元素，节奏紧凑且显得有些混乱。｜来源：The Verge</description>
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      <title>The Download: open model trade-offs and geothermal power’s promise</title>
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      <description>开源模型效益显现，利弊权衡｜来源：MIT Technology Review</description>
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      <title>Gemini 4 Argon</title>
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      <description>提供给开发者、企业、科学家和消费者获取最新前沿模型 Gemini 4 Argon｜来源：Google AI Blog</description>
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      <title>Google DeepMind与新加坡政府合作打造反诈AI模型</title>
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      <description>使用轻量级离线Gemma模型在设备端拦截私聊中的对话式诈骗，实现零云数据外传。｜来源：DeepMind Blog</description>
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      <title>阿里千问办公发布电商版，启动邀测</title>
      <link>https://www.ithome.com/1/012/875.htm</link>
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      <description>阿里千问办公今日发布针对电商行业的AI生产力工具——千问办公电商版，支持切换“电商经营”模式进行体验，已开放邀测。｜来源：IT之家</description>
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      <title>一场“龙虾”改变的豪赌：Meta的第二次翻身仗失败？</title>
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      <description>来源| Tech 星球 文| 华卫 10 月 13 日凌晨，刚凭爆火的个人 AI 智能体应用 Muse“回到”AI 牌桌不久的 Meta，发布新一代旗舰模型系列 Muse Wonder，包括 Muse Wonder 和 Muse Wonde｜来源：博客园</description>
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      <title>微软今起结束 Windows 11 24H2 家庭版和专业版生命周期</title>
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      <description>微软从今日起终止 Windows 11 24H2 消费者版（家庭版/专业版/工作站版）的技术支持，这些版本将不再收到安全更新；企业版仍有额外一年支持，微软建议用户升级至 25H2 或 26H2 版本。｜来源：蓝点网</description>
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      <title>通过 autorouter.top 调用 AI 大模型的实践指南</title>
      <link>https://segmentfault.com/q/1010000048349218</link>
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      <pubDate>Tue, 13 Oct 2026 14:50:12 +0800</pubDate>
      <category>开发工具</category>
      <description>介绍使用 ai 中转平台自动切换各大模型的方式，帮助项目灵活调用不同模型。｜来源：SegmentFault</description>
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      <title>OpenAI首次触发：模型容量已满，请选择其他模型</title>
      <link>https://www.v2ex.com/t/1248722</link>
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      <description>pro20x首次出现模型容量满的报错，账号、订阅和节点均在美国，担心被降级｜来源：V2EX</description>
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      <title>蜜蜂螫针的自动脱落与液泵送机制</title>
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      <description>研究利用高速摄像技术揭示了工蜂螫针如何实现自动脱落和毒液泵送。螫针由三个互锁部件组成：一个形成主泵室的管心针，以及两根可前后滑动的刺针。螫针脱落后可自主穿透皮肤组织泵送毒液，这一机制在自然界中相当罕见。｜来源：Solidot</description>
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      <title>Mix, Don't Tune: Bilingual Pre-Training Outperforms Hyperparameter Search in Data-Constrained Settings</title>
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      <description>研究表明，在数据稀缺的环境中，双语混合预训练法通过减少模型重复训练数据次数，显著提升了泛化性能，比传统的超参数搜索调优更有效。｜来源：Apple Machine Learning</description>
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      <title>GitHub Copilot app for Beginners: How to teach Copilot about your codebase</title>
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      <description>Learn how to add custom instructions and skills to your repository, use custom agents, and connect MCP servers like Playwright. The post GitHub Copilot app for Beginners: How to teach Copilot about your codebase appeared｜来源：GitHub Blog</description>
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      <title>Cerebras CEO 预测个人 AI 助手将像家电一样普及</title>
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      <description>Cerebras 首席执行官 Andrew Feldman 指出，未来个人 AI 助手将在本地设备和云端并行运行，成为家庭常见的智能设备｜来源：TechCrunch AI</description>
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      <title>OpenAI and Anthropic Tell British Lawmakers: Regulate Us</title>
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      <title>ESA targets Anbernic emulation handhelds as "superfake" piracy enablers</title>
      <link>https://arstechnica.com/gaming/2026/10/esa-targets-anbernic-emulation-handhelds-as-superfake-piracy-enablers</link>
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      <description>But third-party sellers, not Anbernic, are the ones routinely selling ROM-filled SD cards.｜来源：Ars Technica</description>
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      <title>调度效率提升80%！商汤大装置助力上海量子城市首批智能体落地</title>
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      <category>AI 模型</category>
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      <title>Adobe 通过 Prometheus 定位 GPU 空转 11 天问题</title>
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      <description>Adobe 利用 Prometheus 监控发现 GPU 长时间空闲，最终定位并解决该问题｜来源：InfoQ 中文</description>
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      <title>西门子2026工博会：具身智能进厂、工业AI落地、本土创新出海指向整合底座与生态</title>
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      <description>单点技术并非成败关键，能整合软硬件、数据、标准与行业Know-how的底座和生态才是核心。｜来源：钛媒体</description>
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      <title>Anthropic 宣布弃用 Git，AI 发展冲击传统版本控制</title>
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      <description>以 AI 发展速度，一年后我们又该弃用 Scion｜来源：爱范儿</description>
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      <title>腾讯WorkBuddy企业版上线可观测中心</title>
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      <description>10月13日，腾讯WorkBuddy企业版管理后台上线可观测中心，作为企业级Agent智能体运行管理的仪表盘，提供统计观测与轨迹分析功能，实现全链路可视，并开启公测。｜来源：雷锋网</description>
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      <title>Cepheid: Decoupling Scale from Structure for Cross-Family Motion Completion</title>
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      <description>Sparse-to-dense motion completion recovers dense mesh motion from sparse vertex displacements. Residual priors trained on one geometry family frequently fail to beat parameter-free harmonic extension off-family. Moreover｜来源：arXiv AI / ML / NLP</description>
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      <title>苹果给 Siri 做了一块能认出全家人的屏幕，售价 299 美元</title>
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      <description>头图来源：Apple 官网 北京时间 10 月 13 日晚，苹果召开了一次主题为「欢迎回家」的新品发布会，苹果这次放进客厅的新东西，是一块 7 英寸的屏幕。 它叫 Apple HomeView，美国售价 299 美元 ，10 月 13 日开放预订，11 月 13 日上市，一同曝光的还有第四代 Apple TV 4K、HomePod mini 2。三款产品在海外都以新一代 Siri AI 为卖点，但音箱要等后续软件更新才能用上。同期发布的｜来源：极客公园</description>
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      <title>OrcaTerm 再次更新，新增 Tmux 会话保持功能</title>
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      <title>全球直播！Astra狂破整数乘法纪录，AI蜂群24小时击穿CS圣杯</title>
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      <description>这在这几天，数学家、极客和成群的AI智能体，展开了一场震撼的接力。 这次接力，发生在GitHub的一个开源仓库里。｜来源：新智元</description>
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      <title>众测招募 | 从客厅到耳畔，Sonos 双新品 Beam Ultra 与 Ace Ultra 抢先体验</title>
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      <description>上一轮SonosPlay众测结果已经出来了，恭喜这三位作者！最佳体验官：mivansaka：家中、这里、那里——SonosPlay体验；优秀体验官：带电的泡芙：SonosPlay深度体验：音质喜人，功 ... 查看全文｜来源：少数派</description>
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      <title>OpenAI employee arrested for allegedly planting a bug in a conference room</title>
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      <description>An OpenAI engineer was arrested after the company said it discovered a "sophisticated recording device" hidden in one of its offices. The employee was identified as Abdulrahman Alfozan, a 35-year-old Saudi national. Alfo｜来源：The Verge</description>
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      <title>Open models have real benefits. Do they outweigh the risks?</title>
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      <description>MIT Technology Review Explains: Let our writers untangle the complex, messy world of science and technology to help you understand what’s coming next. You can read more from the series here. Late last month, Anthropic re｜来源：MIT Technology Review</description>
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      <title>Developing Gemini 4 Argon responsibly and safely</title>
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      <description>介绍Gemini 4 Argon的负责任与安全开发工作。｜来源：DeepMind Blog</description>
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      <title>MINI PAUL SMITH 设计师款燃油版上市，限时礼遇价 27.78 万元起</title>
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      <description>MINI 官方宣布 PAUL SMITH 设计师燃油版新车型推出，三门、五门及敞篷版本限时礼遇价分别为 27.78 万、28.78 万、31.98 万起，外观保留诺丁汉绿调与米字旗黑色软顶，车身提供羊皮纸白、拂晓灰、子夜黑三种配色。｜来源：IT之家</description>
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      <title>千万王朝再向上，比亚迪大汉上市，售价23.59万元～27.59万元</title>
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      <description>10 月 13 日，比亚迪王朝闪充豪华旗舰轿车大汉上市。作为比亚迪王朝突破千万之后的首款重磅 9 系旗舰轿车，大汉专为进阶新精英而来，集真 9 系旗舰标准、1008 公里续航、闪充、后轮转向、云辇-A 双腔空悬、天神之眼 B 等顶级技术于一身，196 项全系标配，实力诠释 9 系旗舰轿车新标杆。 此 本文链接｜来源：博客园</description>
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      <title>苹果推出新款Apple TV 4K 搭载A19芯片并支持无需拿起遥控即可语音对话</title>
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      <description>#硬件设备 苹果推出新款 Apple TV 4K，采用性能更好的 A19 芯片并支持 AV1 硬件解码。新款内置远场麦克风，用户不需要拿起遥控器也可以通过语音与 Siri 交互。至于 Siri AI 功能，首发仅支持英语和部分地区，个人上下文请求需要配对支持苹果 AI 的 iPhone 或 iPad。注：2021 款 Apple TV 4K 后续也支持 Siri AI 功能。查看全文：https://ourl.co/127341｜来源：蓝点网</description>
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      <title>5G CPE设备有推荐的吗？</title>
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      <description>5G CPE设备有推荐的吗 目前搜索了解后，比较中意烽火，大家有什么推荐吗｜来源：SegmentFault</description>
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      <title>[分享创造] 机场流量总莫名跑光？写了个原生 Mac 菜单栏小账本： Mihomo Monitor</title>
      <link>https://www.v2ex.com/t/1248721</link>
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      <description>之前在站里拜读并体验过 lufficc 大佬开源的 clash-traffic ，多机同步和订阅分析功能非常强大。不过我自己是个坚定的 macOS 菜单栏洁癖党 ，日常习惯了快捷查看，更想要一个 纯 SwiftUI 原生开发、只常驻在菜单栏、不用切大窗口、看一眼就走 的轻量随身账本。 加上最近自己天天折腾各种本地 Agent 和 AI 辅助工具，经常不知道流量被哪个应用偷偷吃了。于是 Vibe Coding 手搓了这个专为 Mac 菜单｜来源：V2EX</description>
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      <title>气候暖化速度过去十五年加倍</title>
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      <description>发表于《npj Climate and Atmospheric Science》的研究显示，2011‑2025 年全球变暖速率达每十年 0.40°C，较 1971‑2025 年的 0.20°C 翻倍，意味着 1.5°C 阈值可能早于 203｜来源：Solidot</description>
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      <title>Large Language Models for Machine Translation Quality Annotation: Humans and Models Are Both Challenged</title>
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      <description>Large Language Models (LLMs) are considered to be a more efficient and cost-effective alternative to human judgment for Machine Translation (MT) evaluation. With MT evaluation spanning a large number of language pairs, d｜来源：Apple Machine Learning</description>
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      <title>Industrial Next wants factory robots to switch tasks in minutes, not weeks</title>
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      <description>Industrial Next helps manufacturers automate complex, delicate tasks that have traditionally required human labor.｜来源：TechCrunch AI</description>
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      <title>Wikipedians Believed AI Would Come and Go. They Were Wrong</title>
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      <description>In a world of AI Overviews, Wikipedia usage declines. But the real loss may be far more existential than website traffic.｜来源：Wired AI</description>
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      <title>Topgolf saved over $11.3 million after leaving VMware</title>
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      <description>Topgolf and VMware "ran deep" before the migration.｜来源：Ars Technica</description>
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      <title>响应速度比Claude Code快3倍，实现真正无限上下文！APUS AI开源Reflex Agent</title>
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      <pubDate>Wed, 14 Oct 2026 11:32:48 +0800</pubDate>
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      <description>10月13日，APUS AI（麒麟合盛网络技术股份有限公司）宣布开源Personal Agent产品Reflex Agent｜来源：量子位</description>
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      <title>无问芯穹联合创始人戴国浩将出席QCon上海，分享Agentic Infra技术实践</title>
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      <description>戴国浩博士将在QCon上海分享Agentic Infra的技术探索与实践，聚焦智能体基础设施相关经验。｜来源：InfoQ 中文</description>
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      <title>AI进展观察｜个人与企业研发 Agent，功能到底差在哪？</title>
      <link>https://www.tmtpost.com/8167899.html</link>
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      <description>个人与企业研发 Agent 的差异，本质上不是"功能多少"，而是约束条件不同。｜来源：钛媒体</description>
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      <description>哈基米终于支棱起来了。 #欢迎关注爱范儿官方微信公众号：爱范儿（微信号：ifanr），更多精彩内容第一时间为您奉上。｜来源：爱范儿</description>
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