An MCP server that detects production-grade code quality issues in real-time!Even though AI is now generating code at light speed, the engineering bottleneck has just moved from writing to reviewing, and now devs spend 90% of their debugging time on AI-generated code.AI reviewers aren't that reliable either because they share the same fundamental blind spots as AI generators do:- They pattern match, not proof check.- They validate syntax, not system behavior.- They review code, not consequences.I have been ...

天眼查App显示，近日，智慧林天有（惠州）科技有限公司成立，注册资本100万人民币，经营范围为 一般项目：软件开发；人工智能应用软件开发；人工智能基础软件开发；人工智能理论与算法软件开 发；智能机器人的研发；工业机器人制造；可穿戴智能设备销售；可穿戴智能设备制造；物联网设备制 造；物联网设备销售；计算机软硬件及外围设备制造；计算机软硬件及辅助设备批发；计算机软硬件及 辅助设备零售；电子产品销售；人工智能硬件销售；人工智能行业应用系统集成服务；人工智能公共数 据平台；人工智能通用应用系统；人工智能基础资源与技术平台；工业机器人销售；智能机器人销售； 互联网数据服务；技术进出口；货物进出口。（除依法须经批准的项目外，凭营业执照依法自主开展经 营活动）。 ...

Core Insights - Anthropic has acquired the developer tool startup Bun, marking a significant step into the developer tools sector [1] - The acquisition is expected to enhance the performance and stability of Claude Code and other AI coding products [1][3] - Bun has become an essential tool for AI programming tools, addressing efficiency issues in agent distribution and execution [2] Company Overview - Bun has achieved over 7 million monthly downloads and more than 82,000 stars on GitHub, indicating its popularity among developers [2] - The acquisition aligns with Anthropic's strategy of enhancing its technological capabilities and maintaining its leadership in enterprise AI [3] Financial Milestones - Claude Code has surpassed an annual revenue milestone of $1 billion within just six months of public availability [4] Development History - Bun was initially developed to solve performance issues in JavaScript projects, evolving into a comprehensive tool that includes a bundler, transpiler, runtime, and package manager [6] - The team behind Bun has continuously iterated on the product, adding features like Windows support and improved Node.js compatibility [8] Future Prospects - The integration of Bun into Anthropic is expected to accelerate the development of AI coding tools and enhance their capabilities [12][13] - Bun will remain open-source and continue to be actively maintained, with the original team still responsible for its development [12][14]

天眼查App显示，近日，阜阳硕泓科技有限公司成立，法定代表人为胡澜涛，注册资本10万人民币，经 营范围为一般项目：人工智能应用软件开发；大数据服务；人工智能基础软件开发；人工智能基础资源 与技术平台；人工智能硬件销售；物联网技术研发；物联网设备销售；物联网应用服务；网络与信息安 全软件开发；信息安全设备制造；智能无人飞行器制造；智能无人飞行器销售；软件开发；软件销售； 区块链技术相关软件和服务；数字文化创意软件开发；人工智能公共数据平台；数据处理服务；卫星遥 感数据处理；数据处理和存储支持服务；信息技术咨询服务；技术服务、技术开发、技术咨询、技术交 流、技术转让、技术推广；物联网技术服务；信息系统运行维护服务；云计算装备技术服务；数字技术 服务；计算机软硬件及辅助设备零售；人力资源服务（不含职业中介活动、劳务派遣服务）；工业控制 计算机及系统销售；计算机及办公设备维修；电子产品销售；计算器设备销售；信息安全设备销售；安 防设备销售；云计算设备销售；互联网数据服务（除许可业务外，可自主依法经营法律法规非禁止或限 制的项目）许可项目：职业中介活动（依法须经批准的项目，经相关部门批准后方可开展经营活动，具 体经营项 ...

"氛围编程"可以说是今年最热最出圈的话题了。然而，从"用 LLM 快速拼装应用"爆红，到现在也不过才六个月，就明显开始"退潮"了。 最直观的体现，是全线产品的用户流量出现大幅下滑。 降幅最大的当属 Lovable，其流量在近几个月内从 3500 万掉到不足 2000 万，几乎砍半。其它几个明星产品也没好到哪里去，Bolt.new 下降了 27%，而 Vercel v0 自 5 月以来下降了 64%，Cursor、Replit、Devin 等平台也未能独善其身，唯一例外的是仍在依靠投放驱动的 Base44。 连 Bolt.new 的 CEO 也公开承认，"所有平台的用户流失率都非常高"，并表示当务之急是构建能留住用户的业务模式。 过去一年，行业经历了资本驱动的"超高速增长期"，公司估值与用户数同步飙升；然而当热度在短短几个月内迅速回落，我们或许正在见证一场真正的价 值回归。 | 12wk Change | ela | 5/23 | 616 | 6/20 | 714 | 7/18 | 8/1 | 8/15 | 8/29 | 9/12 | 9/26 | 10/10 | | --- | --- | --- | --- ...

编译 | 郑丽媛 出品 | CSDN（ID：CSDNnews） 如果你最近在团队里感受到一种奇怪的现象—— 写代码的人越来越轻松，审代码的人越来越痛苦 ——那你并不是一个人。 AI 写代码的速度飙升，GitHub Copilot、Gemini、Claude 等工具让从业十几年的老工程师都不得 不承认："生产力确实变强了。"但现实却没想象中那么爽：PR 数量暴增、改一个 Bug 带来三个新 Bug、 "看着能跑"的 代码实际上很多冗余，以及最后那 30% 的工程细节变成团队里最耗时的部分。 而承担这一切压力的，往往是 负责 Code Review 的资深工程师 。 近来，Google Chrome & Gemini 工程师 Addy Osmani 在一档播客中拆解了这种现象，而他的观 点让许多 开发者产生强 烈 共鸣："AI 是在提升产能，但也把代码审查推成了新的瓶 颈点。" 正如 Addy Osmani 所说： "你能得到一个看起来 '能用' 的 系统，但内部结构根本经不起推敲。" 这 些问题最终都会在 Code Re view 阶段暴露，于是资深工程师不得不花更长的时间去拆解 AI 生成的 逻辑。 这与最近 ...

Core Viewpoint - GitLab, a key player in the software development industry, reported strong fiscal results despite a downgrade by Macquarie, indicating resilience in its business model and growth potential [1][2][3]. Financial Performance - GitLab achieved revenues of $244.35 million in Q3 fiscal 2026, surpassing the Zacks Consensus Estimate by 2.41% and marking a 25% year-over-year increase [2][6]. - The company's non-GAAP earnings per share were $0.25, exceeding expectations by 25% and improving from $0.23 in the same quarter last year [3][6]. - Subscription revenue rose by 27.4%, driven by robust SaaS offerings and an expanding customer base [2][6]. Market Reaction - Despite strong fiscal performance, GitLab's stock fell by 8.74% in pre-market trading due to guidance that met but did not exceed forecasts [3][6]. - The stock experienced a significant drop of 17.2% shortly after the market opened, reflecting investor concerns despite the reported profit [4]. - The current stock price is $37.83, reflecting a 12.77% decrease, with a trading range between $35.81 and $38.8 on the day [5]. Company Metrics - GitLab's market capitalization is approximately $6.19 billion, with a trading volume of 21,967,401 shares on NASDAQ [5]. - The company's operating profit margin was negative 5%, and it incurred a GAAP loss of $0.05 per share [4].

天眼查App显示，近日，厦门栩旭东盛科技有限公司成立，法定代表人为毛旭东，注册资本10万人民 币，经营范围为一般项目：软件开发；动漫游戏开发；互联网数据服务；人工智能基础软件开发；网络 与信息安全软件开发；技术服务、技术开发、技术咨询、技术交流、技术转让、技术推广；计算机软硬 件及辅助设备零售；电子产品销售；游艺用品及室内游艺器材销售；互联网销售（除销售需要许可的商 品）；广告发布；广告设计、代理；广告制作；人工智能基础资源与技术平台；信息咨询服务（不含许 可类信息咨询服务）；信息技术咨询服务；游艺及娱乐用品销售；市场营销策划；企业形象策划；咨询 策划服务；体育赛事策划；项目策划与公关服务；平面设计；个人商务服务；组织文化艺术交流活动； 会议及展览服务；网络技术服务。（除依法须经批准的项目外，凭营业执照依法自主开展经营活动）。 ...

Group 1: Climate Change Costs - A study indicates that households in the 10% of U.S. counties most affected by climate change incur an average of $1,300 annually in extra costs, while the nationwide average ranges from $400 to $900 [1] - The study attributes increased costs to more frequent natural disasters, higher insurance premiums, and rising expenses for housing, energy, and food [1] - Lower-income households are disproportionately affected by these climate change-related costs [1] Group 2: Sandisk Stock Performance - Sandisk shares have declined by 6.5% after joining the S&P 500, marking a 14% drop for the week and a loss of about one-third of their value since reaching an all-time high on November 12 [1] - Despite the recent decline, Sandisk's shares have increased over 400% since being spun off from Western Digital in February [1] Group 3: Pure Storage Financial Results - Pure Storage's stock fell 13% after reporting a fiscal 2026 third-quarter GAAP profit of $0.16 per share, below the expected $0.23 per share [1] - Revenue for the quarter was $964.5 million, a 16% year-over-year increase, and the company raised its full-year revenue forecast to between $3.63 billion and $3.64 billion [1] Group 4: GitLab Financial Results - GitLab's stock dropped 9% despite reporting a revenue increase of 25% to $244.4 million and lifting its full-year outlook [1] - The company reported a GAAP Q3 loss of $0.05 per share, compared to a profit of $0.17 a year ago, while adjusted earnings of $0.25 per share exceeded estimates [1] - GitLab has revised its full-year adjusted EPS forecast to a range of $0.88 to $0.89, up from $0.82 to $0.83 [1]

Core Viewpoint - GitLab's stock dropped 10.6% in pre-market trading, reflecting concerns over its conservative revenue guidance for Q4, influenced by U.S. government shutdown and related efficiency measures [1] Financial Performance - GitLab expects Q4 revenue to be between $251 million and $252 million, with earnings per share projected at 22 to 23 cents, aligning closely with analyst expectations [1]