这肯定不合理呀。 ？？？ 1、 这些小工具是 "我"在私人时间开发的，即便是基于开源项目，那它们的所有权归属于我，和"公司"没关 系。（毕竟 "我" 又不是公司员工，也没拿公司一分钱报酬 ） 2、这些小工具是 "我" 为了帮"老婆"减轻负担才开发的，是小两口之间的支持，并不是公司的工作产出，老板 的要求属于强人所难。 想留下也行，价格给到位再说。不过看发帖人的描述，"老板"大概是想白嫖了。还是尽在拜拜得了 ...

Core Insights - The article highlights the challenges faced by mid-level tech professionals in the current job market, particularly after layoffs, as exemplified by Clair Todd's experience after being laid off from Oracle [1][24]. Group 1: Career Background - Clair Todd was a core technical staff member at Oracle, working as a Site Reliability Engineer (SRE) since January 2020, enjoying a stable salary and remote work benefits [3][4]. - Prior to Oracle, she worked at Hitachi Vantara as a Quality Assurance Engineer, where she faced long commutes that affected her well-being [3][4]. Group 2: Layoff Experience - In late 2023, Clair Todd's entire team was laid off amid rumors of company-wide layoffs, which she initially hoped to avoid [5][7]. - Oracle provided severance pay, unemployment benefits, and her emergency fund, allowing her to take a break before job hunting [8]. Group 3: Job Search Challenges - Clair Todd began her job search in February 2024, optimistic due to her previous experiences, but soon faced difficulties as her applications received little response [9][10]. - The job market was polarized, with high-level positions requiring extensive experience and entry-level roles offering low salaries, leaving mid-level engineers like her in a challenging position [10][12]. Group 4: Financial Struggles - Over two years, Clair Todd depleted over $50,000 in savings due to unemployment, with her monthly expenses exceeding her income from unemployment benefits [13][14][15]. - She faced significant financial pressure, including a mortgage and $45,000 in student loans, which strained her finances further [16][17]. Group 5: Reflection and Strategy Shift - Clair Todd reflected on her career transition and questioned whether her decision to move into tech was worth the current struggles [19][23]. - After facing repeated rejections, she adjusted her job search strategy, focusing on small and mid-sized companies, which she found to have more personable hiring processes [23][24].

往期趣图 （点击下方图片可跳转阅读） 罗永浩和豆包"辩论吵架" ↓↓↓ ...

Core Insights - DeepSeek introduced a new architecture called "Manifold-Constrained Hyper-Connections" (mHC), which enhances performance with only a 6.7% increase in training time on a 27 billion parameter model [3][36]. - The mHC architecture optimizes the residual connection space by projecting matrices onto constrained manifolds, ensuring stability and significantly expanding the residual stream width without substantial computational costs [8][25]. Group 1: Performance Improvements - In system-level benchmark tests, the mHC architecture consistently outperformed baseline models and Hyper-Connections (HC) across various tasks, demonstrating its effectiveness in large-scale pre-training [22][51]. - Specific performance metrics showed that mHC achieved a 2.1% improvement on the BBH benchmark and a 2.3% improvement on the DROP benchmark compared to HC [52][54]. Group 2: Technical Details - The core idea of mHC is to restore identity mapping properties under the topology of Hyper-Connections, allowing for practical value in large-scale training and real-world foundational model tasks [25]. - mHC employs a double stochastic matrix constraint to maintain stability while enhancing the interaction between residual streams, which is crucial for maximizing the potential of multi-stream architectures [26][27]. Group 3: Engineering Optimizations - The implementation of mHC involved several engineering optimizations, including reordering operations to improve efficiency and using mixed precision strategies to maximize numerical accuracy without sacrificing computational speed [38][42]. - The DualPipe scheduling strategy was enhanced to effectively overlap communication and computation, addressing significant communication delays introduced by the n-stream residual structure [46][48].

Group 1 - The article expresses well-wishes for the new year, emphasizing the importance of overcoming challenges and celebrating achievements in coding and life [1][2][4] - It highlights the significance of maintaining connections with family and friends, suggesting that they are the most valuable dependencies in life [5] - The message encourages a positive outlook for 2026, with aspirations for success in both personal and professional endeavors, using coding metaphors to illustrate resilience and creativity [6]

趣图: 程序员合法摸鱼的最佳理由出 新了 文科生不必焦虑，AI 先干掉的是计算机专业的学生！ ↓↓↓ 往期趣图 （点击下方图片可跳转阅读） ...

12 月 31 日凌晨 2 点多，罗永浩在发布会后发文："趁着今晚突然很想说，就赶紧说了，因为 ADHD 的关系" （老罗微博没排版堆在一起，看着太难受了 ，重排如下） "1、我的发布会没有一场是彩排过的，全是没有彩排直接上去硬讲。 2、幻灯片从来没有提前做完过，都是做到开场前，还有百分之三十左右的页面需要再调整。有好几场甚至是 把全场的幻灯片切成前后两大段，交待同事后一半应如何处理后拿着前一半提心吊胆上台。 3、多年以来，看起来没出大问题的，全是靠体力、经验和时灵时不灵的药物支撑。 4、现在我体力已经不太行了，比如连撑两三天不睡觉心脏会明显不适，而且脑子不工作，吃了十几年的专注 达也已经吃最大剂量也不太管用了。 5、为我的发布会做幕后的同事，工作难度全程都是地狱级数的，每次结束后都需要疗伤。 6、如果 ADHD 换药失败，或是不能用锻炼彻底改善体能问题，我不会再举办这种大型活动了，会害人害己。 7、今晚除了愧疚，剩下的部分大都是幸福的 ❤️ 具体表现为：做事容易分心，比如看文档时总忍不住刷手机；做事情虎头蛇尾，计划好的事很难坚持到底；经 常丢三落四，忘事是常态；还爱冲动，说话爱插嘴，做决定不经过脑子，情绪也 ...

30 日， Meta 和 Manus 双方都宣布了收购/被收购这事 ，但很多细节没透露出来。 这次收购不会影响现有客户， Manus 之后还会在新加坡继续运营，通过原来的 App 和网站卖订阅服务。 31 日，外媒 Business Insider 发了一篇文章，透露出更多细节。 总结如下： Meta 发言人表示："收购 Manus AI 能让我们给用户用上最先进的技术，还会做好安全措施避免潜在风险。 交 易完成后，Manus AI 再也没有中国老板的股份了，在中国的服务和运营也会停掉 。" Manus 开发了一款智能体：能自己搞定市场调研、写代码、做数据分析这些复杂活，Meta 会把这些技术整合 到内部所有消费级和企业级产品里。 Meta 本身在中国没有业务，他们说这次收购会彻底切断 Manus 跟中国的所有剩余联系，包括中国所有者的 权益。 作为交易的一部分，Meta 会逐步关停 Manus 在中国的少量业务，比如关掉 AI 助手 Monica.cn，还会把相关 员工迁出中国。 Manus 员工加入 Meta 后，不能访问直接从客户那里收集的数据，Meta 也会继续对 AI 模型做地域访问限 制。 （参考 ...

Core Viewpoint - The dispute between Vizio and the Software Freedom Conservancy (SFC) centers on Vizio's failure to comply with GPLv2 by not providing the source code for the open-source software used in its smart TVs, leading to a lawsuit by SFC [1][9]. Summary by Sections Legal Proceedings - A recent court ruling mandated that Vizio must provide the source code but is not required to supply the signing keys for firmware upgrades [1]. - The case highlights the ongoing legal battle initiated by SFC in 2021, which accused Vizio of violating GPLv2 and LGPLv2.1 by not providing the complete source code and build scripts to purchasers [16][18]. - The court has recognized that GPL serves as both a copyright license and a contract, allowing SFC's breach of contract claims to proceed [22]. Positions of the Parties - Vizio initially failed to provide the required source code, which is a clear violation of GPLv2 [9]. - SFC attempted to extend the GPLv2 requirements to include installation keys, a claim that Linus Torvalds criticized as lacking legal basis [4][9]. - Both parties exhibited poor conduct during the legal proceedings, with Vizio correcting its practices only under legal pressure [10]. Linus Torvalds' Commentary - Linus Torvalds emphasized that GPLv2 is focused on software freedom and does not impose obligations on hardware access [4][7]. - He criticized SFC for attempting to misinterpret the GPLv2 terms, asserting that the license does not extend to hardware control [11][15]. - Torvalds stated that the core requirement of GPLv2 is to provide source code, not to ensure that users can modify and reinstall software on their devices while maintaining full functionality [14]. Timeline of Events - The timeline of the case includes SFC's initial request for source code in 2018, the lawsuit filed in 2021, and ongoing legal developments expected to continue into 2026 [15][16].

老罗很刑啊，真敢说 上热搜后，网友都炸锅了。 有夸老罗"真性情的"： 也有批评他"故意引战，不可饶恕"： ...