Group 1 - The core issue revolves around the public dispute between Luo Yonghao and Jia Guolong regarding the use of pre-prepared dishes in the restaurant industry, specifically targeting Jia's company, Xibei [1][3]. - Jia Guolong reported that since Luo Yonghao's accusations in September 2022, Xibei faced a significant public relations crisis, resulting in the closure of 102 stores and over 4,000 employees losing their jobs [3][5]. - Jia emphasized that Xibei, as a chain restaurant with a central kitchen, does not fall under the category of pre-prepared dishes according to regulations from six national ministries [3][5]. Group 2 - Jia accused Luo of profiting from attacking competitors while his sales surged, suggesting that Luo's actions were self-serving and detrimental to Xibei [4][7]. - He expressed a desire for reconciliation, indicating that he would have colleagues gently present the true situation of Xibei to help calm the controversy and ensure the company's survival [4][6]. - Jia highlighted that Xibei has been the top revenue-generating Chinese cuisine restaurant for 11 consecutive years, maintaining high standards for food quality and employee treatment [5][6].

Core Insights - The article discusses the impressive experience of using Claude Cowork, a tool developed by Anthropic, highlighting its innovative features and potential impact on user productivity [1][3]. Group 1: Core Mechanisms of Claude Cowork - The core mechanisms of Cowork include a sandbox mechanism that ensures operations are conducted in an isolated environment, enhancing security and preventing accidental changes to real system files [3]. - Cowork has a multi-step autonomous execution capability, allowing it to perform approximately 20 consecutive steps in a single task, which is a twofold improvement compared to earlier versions [3]. - The integration of a tool ecosystem enhances Cowork's versatility, supporting features like document and presentation generation, as well as functionalities like Claude in Chrome [3]. Group 2: User Experience and Evaluation - Simon Willison, the author, emphasizes that Cowork is essentially a user-friendly interface for Claude Code, designed to cater to non-developers while maintaining powerful capabilities [6][21]. - The author conducted tests using Cowork, which successfully identified and recommended drafts for publication from his recent writings, demonstrating its effective search and analysis capabilities [10][14]. - Willison expressed surprise at Cowork's ability to execute complex tasks quickly, noting that it could complete work that typically takes 24 to 48 hours in just 20 minutes [25]. Group 3: Security Concerns and Market Implications - Despite the impressive features, there are concerns regarding the potential for malicious command attacks that could compromise user data or system integrity [26][28]. - The article highlights that while Anthropic aims to filter out potential threats, there is no guarantee against future vulnerabilities [28]. - Willison predicts that if competitors like Gemini and OpenAI do not release similar products soon, they may miss out on significant market opportunities, indicating the competitive landscape in AI tools [32].

Core Viewpoint - MySQL, described as "the world's most popular open-source database," is facing an unprecedented development crisis, with a significant decline in code submissions and potential shifts in Oracle's focus towards proprietary products [1][3]. Group 1: Development Status - As of September 2025, the GitHub repository for MySQL Server has not seen any code submissions for over three months, coinciding with reports of layoffs within the MySQL team at Oracle [1]. - Since 2019, the volume of code submissions for MySQL has been declining annually, reaching its lowest point since the project's inception in 2000 in 2025 [1]. Group 2: Industry Insights - Percona's CEO stated that Oracle is "slowly killing the MySQL community edition," indicating a strategic shift towards proprietary versions like MySQL Enterprise Edition, Cluster Edition, and cloud-hosted Heatwave, which offer more direct revenue [3]. - Otto Kekäläinen, former CEO of the MariaDB Foundation, noted that MySQL is now only open-source in terms of licensing, suggesting developers should consider alternatives like MariaDB or PostgreSQL [3]. Group 3: Market Position - Despite its challenges, MySQL remains highly ranked in database popularity, holding the second position in DB Engines rankings and closely following PostgreSQL in the Stack Overflow developer survey [3]. - However, there is a consensus in the industry that if the stagnation of the open-source project continues, MySQL's market share will eventually be eroded by competitors [3].

哥们，你是一毕业就 140 万么？当初和女朋友谈的时候，又是多少？ 你这妥妥的"上岸第一剑就斩意中人"， 太典了 。 建议立刻马上换，最好找个年薪 1400 万的，这样你就可以天天仰着脖子看她，好好体验一把被收入按在地上 碾压的滋味。到时候人家说东你不敢往西，人家买奢侈品你只能默默算账单，人家谈资源人脉你插不上半句 话， 你再品品这种 "门当户对"的滋味爽不爽 ？ 前些天在推上刷到一个帖子：" 我一年 140 万，女朋友一年 15 万，差了快 10 倍了，要不要换一个？感觉差距 会越来越大，还没结婚，现在越看越不顺眼了，谈了才两年。" 当初你拿几十万工资的时候，怎么没觉得人家 15 万的年薪拿不出手？怎么没嫌弃人家配不上你？ 现在赚得多了，尾巴翘到天上去了，就把感情当成了可以量化的交易。 真要换就痛快点，别拿"差距大"当遮 羞布 ，说白了就是你飘了。 赶紧的，别耽误人家姑娘找个真心疼她的人！ 哦对了，等你哪天行情不好，年薪跌回 40 万甚至更低的时候，记得主动提分手，赶紧催着人家把你踹了，别 磨磨蹭蹭耽误人家找更高配的。毕竟按照你这个 "收入匹配论" ，到时候你就是那个拖后腿的，可别指望人家 念旧情。 ...

Core Viewpoint - Huawei's HarmonyOS desktop operating system and Huawei Cloud's Euler server operating system have passed the security reliability assessment, allowing entry into critical industries such as government and finance [1][3]. Group 1: Assessment Results - The assessment was conducted based on the national "Security Reliability Assessment Work Guide V3.0," with results valid for three years [3]. - HarmonyOS desktop system is the only one to receive a Level II security rating, indicating a higher level of independent development and security [3]. - Euler server system received a Level I certification, suitable for enterprise-level core scenarios [3]. Group 2: Industry Context - Huawei's Kirin chip has previously obtained a Level II certification, and the passing of both systems signifies Huawei's achievement of a "chip + operating system" full-stack domestic closed loop, strengthening the data security defense from the ground up [3]. - Other systems that passed the assessment include Tongxin desktop operating system, Alibaba Cloud server operating system, and ZTE's New Pivot server operating system [3][4].

Core Viewpoint - The claims made by Cursor regarding the development of a browser using GPT-5.2 have been debunked, revealing that the code produced is non-functional and lacks engineering logic, described as "AI Slop" [4][7][35]. Group 1: Project Claims and Findings - Cursor announced that their AI coding agents, powered by GPT-5.2, generated a browser with 3 million lines of code over 168 hours [3][4]. - The project was marketed as a breakthrough, suggesting that AI could autonomously create complex software [4][5]. - However, developers found that the code could not even compile, indicating that the project was misrepresented [5][9][30]. Group 2: Technical Analysis - A technical blog dissected Cursor's claims, revealing that the code lacked coherent engineering intent and was essentially unusable [7][36]. - The analysis showed that the GitHub repository had multiple failed builds and numerous compiler errors, indicating that the project had never been in a runnable state [30][32]. - The lack of a successful commit or demonstrable functionality further undermined Cursor's assertions of progress [52][53]. Group 3: Community Reaction - The developer community reacted strongly against Cursor's misleading claims, expressing frustration over the portrayal of incomplete work as a significant achievement [41][44]. - Discussions on platforms like Hacker News highlighted the deceptive nature of the project's marketing, with many pointing out the reliance on existing libraries rather than true innovation [45][46]. - The incident has sparked a broader conversation about the integrity of AI-generated code and the importance of verifiable results in software development [41][68]. Group 4: Lessons and Future Implications - The failure of the Cursor project illustrates the necessity for clear role definitions and structured collaboration among AI agents to avoid chaos in software development [58][59]. - The emergence of the term "Cracked Engineer" reflects a shift towards valuing skilled developers who can effectively leverage AI while maintaining rigorous engineering standards [64][68]. - The incident serves as a cautionary tale about the potential pitfalls of over-relying on AI without proper oversight and validation [67][69].

往期趣图 （点击下方图片可跳转阅读） 前几天的一个热帖，微博 CEO 也参与了。 有木有内部人士来证实截图的真实性呢？ ...

1 个月前，西贝创始人 贾国龙在接受南周采访时还说他认识到错误了，说当时太冲动了，也不应该说"网络黑社会" …… 但这几天贾老板的表现截然相反，像是被带偏了节奏，刚认错没多久就翻脸，在朋友圈控诉"西贝被铺天盖地污蔑"。 他这几天的表现，不再赘述。可参考这几篇推文： 有句俗话说的很对，事出反常必有妖！ 1 月 15 日，@独立平 在微博发帖称西贝准备关闭 102 家门店，并配图西贝内部文件截图。当天下午，贾老板发朋友圈，证实网传的截图属实。配图正是@独立平 的帖子。 在同一天 17 点，@独立平 发帖自证，一个月前受邀去西贝呼和浩特基地参观。 网传和理记一起同行的其他大V，还有 李*旸、 项某刚等人。（ 对，就是前段时间被老罗骂"智障"的那个 。 ） 独立平是谁？ 多位业内人士和博主都已指出，@独立平 其实就是@理记。在理记大号被封后，用转世小号在微博活跃。 理记此人口碑极差、劣迹斑斑、 争议满身 。他曾针对江歌母亲江秋莲编造大量不实信息，无端指责江秋莲虚构事实、诈捐数千万元等，导致江秋莲长时间遭受网 络暴力。 在车圈，他曾吹捧理想 Mega 想蹭热度，被李想公开抵制，要求员工严禁与其接触，违者原地开除。在数码 ...

Core Viewpoint - OpenAI is introducing an advertising feature in the free version and the $8 per month ChatGPT Go subscription, aiming to subsidize significant computing costs while expanding revenue sources [3][5]. Group 1: Advertising Implementation - The advertising will be displayed at the bottom of conversations, clearly marked as "sponsored" and distinct from responses, ensuring relevance to the ongoing topic [5]. - Strict guidelines are in place to prevent ads from appearing in conversations involving users under 18, as well as sensitive topics like health and politics [5]. - Users will have the option to disable personalized ads and block specific content, with a commitment that conversation data will not be sold to advertisers [5]. Group 2: Subscription Models - The ChatGPT Plus ($20/month) and Pro ($200/month) subscriptions will remain ad-free permanently, catering to users who prefer an uninterrupted experience [5]. - The ChatGPT Go subscription, which has been rolled out globally, offers enhanced features such as a tenfold increase in message limits and support for file uploads compared to the free version [5]. Group 3: Business Strategy - OpenAI emphasizes that the introduction of ads is a last resort to balance accessibility and commercialization, with a focus on maintaining user trust over revenue generation [5].

Core Viewpoint - The article discusses the growing trend of programmers engaging in stock trading, highlighting the risks and emotional impacts associated with this behavior, particularly the shift in mindset towards gambling rather than investing [2]. Group 1: Investment Behavior - A recent post on a technical forum reflects a programmer's sentiment about making significant profits from stock trading, leading to a loss of motivation for coding [2]. - Many experienced traders share their painful lessons, with some reporting losses of up to 80% of their earnings due to mistakes, and others losing two years' worth of salary in a single day [2]. - The discussion in the community suggests a warning from seasoned traders about the potential dangers of this speculative behavior, indicating a shift in focus from professional work to trading [2]. Group 2: Financial Risks - The article emphasizes that while programmers' salaries are not limitless, they serve as a crucial safety net in the stock market, and losing focus on their primary job due to trading can lead to financial risks [2]. - It is noted that profits gained without a replicable trading system are merely temporary, and the market can take back these earnings at any time [2].