Core Viewpoint - The GAIN AI Act aims to prioritize domestic chip supply for U.S. companies while restricting advanced AI chip exports to "concerned countries" like China, creating a dual rule for chip manufacturers [4][6]. Group 1: Legislative Details - The GAIN AI Act includes specific performance metrics for "advanced chips," which will be subject to export restrictions [6]. - A "benefit clause" allows tech companies to export chips to regions like the Middle East without needing government export licenses, facilitating international business [6]. - The act has been incorporated as an amendment into the U.S. National Defense Authorization Act for Fiscal Year 2026 and has passed the Senate, awaiting final approval from the House and the President [6]. Group 2: Industry Reactions - Major companies like Microsoft and AWS support the act to secure priority access to scarce chips, which is crucial for AI model training and data center development [8][9]. - Nvidia opposes the act as it threatens its significant market share, especially in the lucrative Chinese market, where it holds 80% of the AI chip market [9]. - Nvidia's CEO has actively lobbied against the act, spending nearly $3.5 million in the first three quarters of 2025, more than five times last year's total [9].

相似的问题，很久就在知乎出现过。 在其他社交平台，也时常能刷到。 7、 外包转正请客，大家激动点了4k多的菜，结账时他只付了2k，余下大家A。同事：早知道就不吃了 因为在 2025 年 3 月，国内某头部大厂就爆出来一个大新闻：在招聘外包人员时，内部多人存在安排、 参与替考、向候选人透露服务能力考察题目等违规行为。 此外，2024 年有博主在 B 站曝光过，有些大厂 HR 和员工和某 IT 社区博主、外部培训机构组成了一个 替考产业链。 - EOF - | 推荐阅读 点击标题可跳转 | | --- | | 0、 "讨厌X里文化！公司空降X里系高管后差点黄了。干 1 年大家都裁了，包括他们自己。" | | 1、 "做一个APP接入微信支付，主要功能仿摇一摇，只要摇一下，他的微信零钱都… " | | 2、 吵翻了！CTO 不搞管理反而沉迷写代码改 Bug，还靠这保住百万订单 | | 3、 外包牛马傻眼！公司错发邮件曝真相：甲方付 3.3 万，到手才 2 万！ | | 4、 "夫妻俩都在某为工作的，咋搞娃？" "外包出去让合作方带，只需拉通/对齐/再…" | | 5、 "（女生）和大厂程序员接触，他白天不主动发信息 ...

转自： CSDN（ID：CSDNnews） 最近，微软 Windows 部门负责人 Pavan Davuluri 在 X 上发了一条看似普通却引发轩然大波的动 态 ： 他说，Windows 正在 演变 为 "一个智能体操作系统 （Agentic OS ） "。 "其实，它正在演变成一个促使人们转向 Mac 和 Linux 的产品。" "Agentic OS"： 微软的新梦，用户的噩梦？ 从发帖内容来看，Pavan Davuluri 原本是为了宣传微软即将举行的 Microsoft Ignite 大会（11 月 18-21 日）， 想要 重点展示企业客户如何将 Windows 用作 AI 平台。 但关键在于那句" 智能体操作系统 "。 事实上 ， 微软在过去几个月 已多次暗示 ——Windows 将不仅仅是桌面系统，而是一个 AI 驱动 的"智能代理平台"，能理解用户意图、自动执行任务、与云端 Copilot 紧密结合。 也就是说 ， 微 软想让 Windows 变成一个有"思考能力"的系统 ： 打开电脑时，你面对的不只是文件管理器，而是 一个始终在线、能帮你"干活"的智能助手。 这本该是一条技术前瞻类发言，但 ...

Core Insights - The article highlights the stark contrast in the job market, where traditional tech positions are being eliminated while demand for AI model engineers is surging, with salaries starting at 1.2 million yuan per year [2][11] - It emphasizes the urgent need for professionals skilled in three core technologies: RAG (Retrieval-Augmented Generation), AI agents, and model fine-tuning, which are essential for developing AI applications [2][8] Group 1: Job Market Dynamics - Traditional tech roles are rapidly being phased out, with even experienced professionals being let go, indicating a shift in industry demands [1] - There is a significant shortage of qualified AI model engineers, as evidenced by the difficulty in filling positions despite high salaries [2][11] - The article suggests that the current AI wave presents a critical opportunity for tech professionals to pivot their careers [2][11] Group 2: Required Skills and Training - Companies are looking for engineers who can integrate external information into models (RAG), enable AI to perform tasks autonomously (AI agents), and optimize models for specific tasks (fine-tuning) [2][8] - A training course titled "Practical Training in AI Model Application Development" is being offered to help professionals acquire these essential skills [3][14] - The course includes live sessions that combine theoretical knowledge with practical projects, focusing on RAG, AI agents, and fine-tuning [3][6] Group 3: Career Advancement Opportunities - Participants in the training will receive a job-seeking package that includes interview question banks and insights into high-paying job opportunities [3][9] - The course aims to help individuals build a competitive edge in the job market, particularly for those concerned about job security as they age [11][16] - Successful completion of the course is expected to enhance participants' resumes and improve their chances of securing high-paying positions [13][16]

2024 年 4 月，雷军在一次访谈中提及"一辆车，好看是第一位的"，该表述被部分舆论剥离上下文，曲 解为"小米汽车重颜值轻安全"，质疑其忽视安全标准。 时隔一年多后，今天 （ 11 月 16 日） 雷军连着转发 2023–2024 年旧微博，来佐证小米汽车研发初期 即确立的安全标准，重申小米汽车安全设计理念。 有网友留言表示，"可惜很多人断章取义"，雷军则回应称"安全是基础，安全是前提。" - EOF - 推荐阅读 点击标题可跳转 0、 曾被乔布斯逼到崩溃，苹果8号工程师反手做了个工具"让老板自己设计"，竟在10分钟内定下Mac计算器原型， 雷军还回复称" 安全高于一切 " 一用就是近20年 1、 DeepSeek前骨干罗福莉C位亮相小米，曾网传雷军千万年薪挖她 2、 2025 年腾讯每月新增 3.25 亿行代码，鹅厂最热门编程语言又是它！ 3、 把 Bug 曝光到全网后谷歌逼 FFmpeg 维护者"按时修复"，遭怒怼：别光用 AI 找 Bug，有本事你自己修啊！ 4、 哈哈！台湾投诚 APP 火了，还能一键呼叫解放军。网友：起初还以为是恶搞软件… 5、 山姆改版遭差评轰炸！会员怒喷：开除 X 里系高管。山 ...

Core Insights - Rust has become a controversial programming language, with government agencies in the U.S. advocating for its adoption over C/C++ due to its memory safety features, while some developers express skepticism about its complexity and perceived overhype [1][2]. Group 1: Rust's Impact on Android Security - Memory safety vulnerabilities in Android have dropped below 20% for the first time, according to Google's 2025 data [2]. - Rust has reduced the density of memory safety vulnerabilities by 1000 times compared to existing C/C++ code in Android [4]. - The introduction of Rust has not only improved security but also enhanced software delivery efficiency, with rollback rates decreasing by 4 times and code review times reduced by 25% [4][15]. Group 2: Adoption and Trends - Since 2021, Google has been integrating Rust into the Android system as a safer alternative to C/C++ [5]. - The usage of Rust is rapidly increasing, while new C++ code is declining [6]. - Rust's new code volume is now comparable to that of C++, indicating similar development efficiency [9]. Group 3: Performance Metrics - Google utilized the DORA framework to assess performance, focusing on throughput and stability [10]. - Rust code requires approximately 20% fewer modifications than C++ code of similar scale [11]. - Rust's rollback rate is about one-fourth that of C++ in medium to large changes, indicating higher stability [18]. Group 4: Broader Applications of Rust - Google is expanding Rust's use in various areas, including system services, libraries, and applications, due to its safety and productivity advantages [22]. - Specific implementations include Nearby Presence for Bluetooth device discovery, RCS security messaging, and various parsers in Chromium [23]. Group 5: Addressing Concerns and Future Outlook - Google acknowledges that while Rust does not guarantee zero vulnerabilities, it significantly reduces vulnerability density, estimating 0.2 vulnerabilities per million lines of Rust code compared to 1000 per million lines of C/C++ [32][33]. - The company believes that Rust allows for a balance between speed and safety, potentially restoring performance and productivity previously sacrificed for security [37][38].

Core Insights - Microsoft has officially released Visual Studio 2026, which features significant performance improvements and AI integration [1][5] - The new version addresses over 5000 bugs and implements more than 300 feature requests, resulting in a noticeable increase in startup and response speed for large solutions, with UI smoothness improved by over 50% [1][12] AI Integration - Visual Studio 2026 enhances its AI-native capabilities, introducing development agents for C and C++ aimed at debugging, performance analysis, and code modernization, deeply integrated with GitHub Copilot to provide intelligent assistance [3][6] Compatibility and Updates - The new version maintains support for previous projects and extension plugins, allowing developers to update the IDE independently without affecting the build tools [7][12] - It features a decoupled architecture from the .NET/C++ toolchain, enabling monthly updates for new features and UI optimizations while keeping the toolchain stable [12]

哈哈哈，热评都好逗 ↓↓↓ 往期趣图 （点击下方图片可跳转阅读） 趣图: 调试新代码 vs 调试遗留代码 ...

Group 1 - The article discusses various incidents related to outsourcing employees, highlighting the challenges and perceptions surrounding their roles in the workplace [1][2] - It mentions a specific incident where an outsourced employee faced a severe health issue, raising concerns about the treatment and working conditions of outsourced workers [1] - The article includes humorous anecdotes and comments from netizens, reflecting a broader sentiment about the disparity between outsourced and full-time employees [1] Group 2 - The article features a light-hearted graphic about code merging readiness, indicating a positive development in software development processes [2]

Core Viewpoint - ByteDance's Seed team faces internal challenges as a researcher was dismissed for leaking confidential information, highlighting the company's emphasis on information security and internal discipline [1][7]. Group 1: Researcher Background - The dismissed researcher, Ren, was a prominent figure on Zhihu with over 86,000 followers, specializing in robotics and related fields [3]. - Ren graduated from Zhejiang University and obtained a PhD in robotics from the Polytechnic University of Milan in 2019, previously working at companies like Lattice Robotics and Xiaomi [3]. - He was involved in the GR-3 project, a significant advancement in the Vision-Language-Action Model (VLA) aimed at enhancing robotic capabilities [3]. Group 2: Seed Team Overview - The Seed team was established in 2023, focusing on various research areas including LLM, speech, vision, and infrastructure, with operations in major Chinese cities [4]. - The team is led by Wu Yonghui and Zhu Wenjia, who report directly to ByteDance's CEO Liang Rubo [4]. Group 3: Talent Development and Internal Discipline - Wu Yonghui expressed the goal of attracting top talent and effectively utilizing internal resources to develop high-potential employees [6]. - ByteDance has been strict about internal discipline, with a report indicating that 100 employees were dismissed for violating company policies, including 10 for leaking confidential information [7].