Core Viewpoint - Microsoft is exploring the possibility of migrating its extensive C/C++ codebase to Rust by 2030, leveraging AI and algorithms to enhance code migration efficiency, although this has been misinterpreted as a definitive company strategy [3][4][5]. Group 1: Recruitment Announcement - Microsoft engineer Galen Hunt announced a job posting with an ambitious goal: "1 engineer, 1 month, 1 million lines of code" [3][4]. - The post suggested a significant shift in Microsoft's coding practices, raising concerns about the future of C/C++ within the company [4][5]. Group 2: Clarification from Microsoft - In response to the growing speculation, Microsoft clarified that Hunt's project is a research initiative under the CoreAI department and not part of the company's product strategy [5][6]. - Hunt emphasized that the goal is to develop a "code migration tool" rather than a complete overhaul of existing products like Windows [5][6]. Group 3: Industry Reaction - The ambitious nature of the project sparked debate, with some viewing it as a technological revolution while others criticized it as unrealistic [4][6]. - The claim of processing 1 million lines of code in a month was met with skepticism, as industry standards suggest that a senior engineer typically manages around 10,000 lines per month [6][7]. Group 4: Miscommunication Issues - The situation highlights a communication gap between research objectives and public perception, where extreme goals in research are often misconstrued as actionable company plans [7][8]. - Microsoft's urgency in addressing the misunderstanding stems from the potential impact on user and developer confidence regarding Windows [7][8].

Core Viewpoint - Nvidia announced a record $20 billion cash deal with AI chip startup Groq, which initially created a stir in Silicon Valley, marking Nvidia's largest transaction to date, surpassing the $7 billion acquisition of Mellanox in 2019 [2][3]. Group 1: Transaction Details - Shortly after the announcement, both Nvidia and Groq clarified that the deal was not an acquisition but a non-exclusive technology licensing agreement [6][7]. - The transaction involves technology licensing and the integration of Groq's core team into Nvidia, while Groq will continue to operate independently [10][13]. - Groq's founders and key executives will join Nvidia to advance the application of the licensed technology [13]. Group 2: Strategic Intent - Nvidia's CEO Jensen Huang indicated that the strategic intent behind the deal is to integrate Groq's low-latency processors into Nvidia's AI infrastructure to support broader AI inference and real-time workloads [27]. - Groq specializes in high-performance AI accelerator chip design, particularly in the inference domain, with its language processing unit (LPU) claimed to be ten times faster than traditional solutions while consuming only one-tenth of the energy [28][30]. Group 3: Market Context - The deal reflects a trend in the tech industry known as "acqui-hire," where companies acquire talent and technology while avoiding traditional merger regulatory hurdles [16]. - Other tech giants have engaged in similar transactions, indicating a competitive landscape where major players are absorbing potential disruptors [17][45]. - Nvidia's cash reserves have significantly increased, providing ample resources for further acquisitions and investments in AI and energy infrastructure [34][35]. Group 4: Industry Developments - Other AI chip startups, such as SambaNova and Cerebras, are also in the spotlight, with potential acquisition interests from major companies like Intel [38][41]. - The competitive environment is tightening as large firms leverage capital to absorb emerging players, potentially narrowing the window for other competitors [45].

Core Insights - The article presents a satirical comic that illustrates the absurdity and fragility of the modern digital world, emphasizing the complex layers that constitute it [4][5] - It serves as a cautionary tale about the hidden vulnerabilities within the digital ecosystem, urging respect and awareness for the foundational elements that support it [5] Summary by Sections Structure of the Digital World - The comic depicts a "digital Babel tower" structured in a pyramid form, with the top layer representing everyday applications, the middle layer showcasing platforms and giants, and the bottom layer consisting of physical infrastructure and protocols [4][6] - The top layer includes popular applications like TikTok and online shopping, which are perceived as shiny and convenient by users [6] - The middle layer features major tech companies such as Google, Microsoft, and AWS, acting as landlords and service providers in the digital realm [6] Key Themes and Ironies - The comic highlights the irony of dependency on seemingly insignificant components, such as the "left-pad" tool, which caused major disruptions when removed from open-source platforms [6][7] - It points out the absurdity of the reliance on a fragile chain of dependencies, where a small failure can lead to widespread consequences, as illustrated by incidents involving CrowdStrike and left-pad [7] - The contrast between "Rust programmers" and "C language programmers" underscores the tension between trendy technologies and the essential, yet often overlooked, foundational work that supports the digital infrastructure [7] Underlying Messages - The article emphasizes that modern conveniences are built on a complex system of volunteers, corporations, outdated code, and new ideas, which few can fully comprehend [7] - It warns that increased complexity leads to greater vulnerability, where unexpected failures can trigger significant disruptions [7] - The unseen elements, such as undersea cables and open-source maintainers, are crucial to the stability of the digital world, despite being largely unrecognized by everyday users [7]

Core Viewpoint - GitHub will start charging for self-hosted runners used in GitHub Actions from March 1, 2026, at a rate of $0.002 per minute, marking a significant shift from its previous free service model [4][5]. Pricing Changes - GitHub will reduce the prices of its hosted runners by 20% and 39% starting January 1, 2026, but the introduction of charges for self-hosted runners has led to strong dissatisfaction among developers [7][10]. - The company claims that 96% of customers will not notice a billing change, as most affected users will spend less [10]. Developer Reactions - Developers express strong discontent over the new charging model, feeling it is unreasonable to pay for resources on their own servers [8][11]. - Complaints extend beyond pricing to concerns about GitHub's neglect of core platform optimizations, with users reporting issues such as complex deployment configurations and unstable service [12]. Competitive Landscape - GitHub's pricing policy may be a response to competitive pressures, as alternatives like Depot offer optimized runners at lower costs [13]. - To address developer concerns, GitHub has promised to increase investment in self-hosted Actions and improve the platform's core functionalities [14]. User Experience Issues - Developers have noted that the performance of self-hosted runners is significantly better than GitHub's cloud-hosted options, with some reporting build speeds up to 10 times faster [12]. - The dissatisfaction has led some projects, like Zig, to abandon GitHub due to instability and lack of maintenance in the Actions service [15].

12 月 22 日微博有个热搜： #明年起向好友发淫秽信息违法 # 该话题主持人由"南方日报"，截至目前已有近 2 亿的阅读量。这个话题火了后，还衍生出 #向好友发不雅照片 算违法 # 等热门话题。 22 日晚间，快手遭受黑灰产攻击，直播间涌现大量涉黄直播。《 快手深夜变"快播"，10 个直播七八个涉黄， 网友称举报都没用。官方称遭攻击已报警！ 》 23 日，新法规相应话题继续发酵热议，不少讨论似乎有点过度解读了。 开始有媒体和大V发文，表示"不要加码解读"： "再细的法律也有模糊地带，正常情况下，对模糊地带的解读应该朝着宽松的方向进行，特别是涉及民生和大 众利益的事项，尤其不应朝着严厉的方向揣摩、推动。越管越对，越严越好不应成为涉性领域的价值取向，也 不应是其他事情不明朗时的默认方向。" 于是出来了一个调侃段子"明年起传播淫秽信息违法，所以快手今年起直播看"，昨天趣图。 23 日晚间，央视新闻采访了一些法律专家，发文解读新法规，转载如下。 《 向好友发不雅照算违法？解读来了》 "向好友发不雅照即违法"是误读！ 辨析：何为"淫秽"？执法的边界在哪里？ 不过，这样的误读依然引发了公众的广泛传播与争论——首先，" ...

Group 1 - The core incident involved a significant breach on Kuaishou's platform, where numerous accounts simultaneously streamed inappropriate content, leading to a surge in violations and user complaints [1][4][5] - The incident occurred on December 22, 2025, around 10 PM, and lasted approximately 90 minutes, during which Kuaishou's live streaming service was temporarily shut down [6][8] - Following the incident, Kuaishou's stock price dropped by 3.30% at the market opening on December 23, with a peak decline of 5.70%, resulting in a market value loss of approximately 164 billion HKD [7] Group 2 - Kuaishou officially responded to the incident on December 23, stating that the live streaming feature was attacked and that emergency measures were implemented to restore service [8][10] - The company emphasized its commitment to compliance and condemned illegal activities, reporting the incident to law enforcement and planning further legal actions to protect shareholder interests [10] Group 3 - Cybersecurity experts analyzed the attack as a sophisticated operation involving the manipulation of 17,000 verified accounts, which were used to bypass standard security measures [11][12] - The attackers employed a method to send mass live streaming requests directly to Kuaishou's servers, effectively overwhelming the platform's ability to detect and respond to the breach [14][15] - The attack also involved artificially inflating the popularity of the violating streams to evade detection by Kuaishou's AI moderation systems, leading to a failure in content review processes [17] Group 4 - There is an expectation for Kuaishou's technical team to conduct a thorough review of the incident, similar to practices observed in other tech companies following significant outages [18][19][20]

（非快手的官方号， 第三方个人， 我去他主页看了， 11 月份就发过一回，今天早上抓热点又重发了 ） "现在上午面试，下午入职" 和 91 跨界合作 （网友做的 AI 图） " 明年起传播淫秽信息违法，所以快手今年起直播看 " 今天趣图的背景，请参考这篇推文：《 突发！快手深夜变"快播"，10 个直播七八个涉黄，网友称举报都没用。官方称遭攻击已报警！ 》 （另据七麦的第三方榜单数据， 快手App 在苹果商店排名上升了 44 位 。快手这波"拉新"数量，估计要近千万了吧。 ） 往期趣图 （点击下方图片可跳转阅读） 趣图: 通过了所有单元测试 趣图: 据说这个小姐姐是个开发大佬, 你们信么? 趣图: 送给喜欢 print 调试党 某安卓应用市场显示， 已有 455 万名用户回归快手 ↓↓↓ 小程程在 APP STORE 也看了一下， 快手已上升到免费版第 2 名了 ...

"快手疯了吗？同事告诉我的，我不信，结果[傻眼]，这也太辣眼睛了" 一、深夜惊魂：刷直播刷出 "不雅盲盒" 12 月 22 日晚 23 点左右，不少快手用户被眼前的画面吓了一跳。 原本刷着搞笑、生活类直播的屏幕上，突然冒出大量陌生直播间，点进去全是露骨表演和淫秽影片。 有网友表示，他连续刷到 10 多场这类直播，其中一个在线人数达 10 万，播了 20 多分钟才被关闭。 华商报大风新闻记者看到，有的涉黄直播间主播裸露敏感部位跳舞，评论中还有人称"过了今晚就没机会了"， 直播间观看人数超 8 万人，不断有网友刷礼物，评论多是起哄让女主播脱衣服的。 还有直播间男主播播放淫秽视频，拿着月饼说自己是带货直播，"不这样就被封了，就彻底看不成了。" 还有女 主播在直播中裸露并搔首弄姿说："下播了再加，下播了再弄。" 更让用户崩溃的是举报失灵：点击举报按钮要么提示 "人数过多"，要么提交后毫无反应，有网友吐槽 "像闯进 了无人管的灰色地带"。 直到 23 日 0 时 30 分，快手干脆关闭了整个直播频道，页面显示 "没有找到内容"，短视频、提现功能也出现 短暂波动，凌晨 0 时 45 分才恢复正常。 二、技术拆解：黑灰产的 ...

Core Viewpoint - The article discusses a collaboration between Linus Torvalds, the creator of Linux, and Linus Sebastian, founder of Linus Tech Tips, to build an ideal Linux PC, highlighting Torvalds' hardware preferences and philosophy on system reliability and performance [1][4]. Group 1: Hardware Choices - Torvalds selected the Intel Arc B580 graphics card, which has 12GB of memory, for its compatibility with Linux, despite previously using an AMD RX 580 [4][6]. - The ideal Linux PC configuration includes a 24-core AMD Ryzen Threadripper 9960X processor, 64GB of Kingston DDR5-4800 ECC memory, and a 2TB Samsung SSD 9100 Pro [7][6]. - Torvalds emphasizes the importance of ECC memory for reliability, stating that he avoids machines without it due to potential memory errors [16][20]. Group 2: System Preferences - Torvalds prefers a quiet system and avoids water cooling due to reliability concerns, opting instead for air cooling solutions [23][28]. - The chosen power supply is a Seasonic Prime TX-1600, which provides ample power and is known for its reliability [6][35]. - Fedora is Torvalds' preferred Linux distribution due to its close ties with kernel developers, making it convenient for his work [37][40]. Group 3: Philosophy on Development - Torvalds believes that the number of lines of code is not a valid measure of a developer's value, emphasizing the importance of quality over quantity [67][72]. - He expresses that he does not care whether Linux becomes mainstream, as long as it has users who find value in it [78]. - Torvalds acknowledges the dual nature of generative AI, seeing it as both a bubble and a potential revolution in technology, while cautioning against the hype surrounding it [62][63].

Group 1 - The article discusses the quiet dissolution of "Computer Enthusiast" magazine, which has been a staple for readers for 32 years, with its official WeChat account and website ceasing to exist by December 6, 2023 [2] - The magazine was founded in 1993 and became a popular guide for computer novices, providing accessible knowledge on complex technology, and at its peak, it was the top-selling computer magazine in China [3] - The decline of the magazine was foreshadowed by the cessation of its parent company, "Computer World," in 2022, leading to operational difficulties and an inability to adapt to the changing media landscape [5] Group 2 - The shift in consumer behavior towards digital platforms for instant tutorials has diminished the demand for printed materials, making it difficult for traditional magazines to compete [5] - Advertisers have increasingly moved to online platforms, significantly reducing the revenue potential for print media reliant on advertising income [5] - The article reflects on the nostalgia associated with the magazine, highlighting its role as a significant part of many readers' youth and the emotional impact of its closure [6]