Core Viewpoint - Fresh is a lightweight terminal editor that offers a modern and intuitive editing experience similar to VS Code and Sublime Text, eliminating the need to remember complex commands for smooth editing [3]. Features - Fresh can handle multi-GB files with minimal memory usage and zero input delay, making it efficient for large file editing [5][10]. - It incorporates features from modern IDEs, including multi-cursor support, smart indentation, batch commenting, incremental search, global replace, and Git integration [6][10]. - The editor supports LSP (Language Server Protocol), providing professional-level features such as definition jumping, inline code diagnostics, and hover documentation [11]. User Experience - Fresh offers familiar keyboard shortcuts, complete mouse support, a visual menu, and a command palette for easy navigation [6][7]. - It includes a built-in file browser and terminal window, enhancing usability [7]. Installation - Fresh supports various operating systems, including macOS and multiple Linux distributions, with installation options like Homebrew, AppImage, Flatpak, and direct binary downloads [15][16][17].

Core Insights - The article emphasizes the importance of the 2026 software examination (软考) as a crucial certification in the IT industry, particularly for roles in development, testing, product management, and operations [6][24] - It highlights the challenges faced by candidates, including a wide range of exam topics, excessive content beyond the syllabus, and the need for effective study strategies [6][7][12] - The article promotes a free study group aimed at helping candidates prepare efficiently for the exam, offering resources such as live classes, high-frequency exam points, and a vast question bank [1][8][19] Summary by Sections Exam Importance - The software examination is recognized as a "golden certificate" in the computer industry, essential for career advancement and skill validation [6] - Selecting the right subjects for the exam can significantly enhance candidates' chances of success [6] Challenges in Preparation - Candidates face various difficulties, such as the high technical demands of the "Architecture" subject and the extensive memorization required for "Supervision" [6][7] - Other subjects like "Software Design" and "Network Engineering" also present unique challenges, including a significant amount of content that may not directly relate to practical work [7] Study Group Offerings - The article promotes a free study group that provides a two-day live course focusing on exam trends and key study points, aiming to streamline the preparation process [1][8] - Additional resources include a comprehensive question bank, high-scoring techniques, and access to past exam materials, which are claimed to be effective based on feedback from thousands of candidates [4][19][21] Target Audience - The study group is particularly beneficial for individuals looking to enhance their skills, achieve promotions, or meet specific job requirements, such as obtaining residency or housing benefits in major cities [24] - It is also aimed at those preparing for mid to senior-level professional titles in state-owned enterprises and institutions [24] Time Efficiency - The article asserts that joining the study group can save candidates up to 70% of their preparation time, making it an attractive option for those with limited study schedules [24] - The urgency is emphasized with a limited number of spots available, encouraging quick enrollment [14]

Core Viewpoint - The article introduces various fun and entertaining VS Code extensions that enhance the coding experience, providing a break from the monotony of coding tasks. Group 1: VS Code Extensions - **vscode-pets**: This extension allows users to summon pixelated pets (like cats, dogs, and more) in the editor, which can interact and play games, adding a playful element to coding [1][2][4]. - **Power Mode**: This extension adds visual effects to the editor, such as explosions and sparks, triggered by keystrokes, making coding feel more dynamic and engaging [9][10][12]. - **In Your Face**: A series of extensions that display increasingly distressed expressions based on the number of code errors, providing a humorous take on coding challenges [14][15][17]. - **Chrome Dinosaur Game**: This extension brings the classic offline dinosaur game from Chrome into the editor, allowing users to play while coding, with controls similar to the original game [21][22][25].

Core Viewpoint - The article discusses LibrePods, a project that aims to unlock the exclusive features of AirPods for non-Apple devices, challenging Apple's ecosystem lock-in strategy [3][10][11]. Group 1: Product Overview - AirPods are known for their high quality but are expensive, typically costing around a thousand yuan, while standard Bluetooth headphones are much cheaper [1]. - The functionality of AirPods is heavily tied to Apple devices, leading to a significant drop in performance when used with non-Apple products [2]. Group 2: LibrePods Functionality - LibrePods reverse-engineers the private Bluetooth protocol of AirPods to enable their advanced features on Android and Linux devices [4][10]. - The main goal of LibrePods is to provide access to features like noise cancellation, transparency mode, ear detection, and battery status that are otherwise restricted to Apple devices [10][11]. Group 3: Compatibility and Features - Most features are expected to work with any AirPods, with testing primarily conducted on AirPods Pro 2, suggesting compatibility with other models based on protocol analysis [14]. - Key features supported include: - Noise cancellation mode switching without long-pressing [17]. - Automatic music control based on ear detection [17]. - Accurate battery status display [17]. - Multi-device connectivity, allowing seamless switching between two devices [17]. Group 4: Platform Support - Android is currently the most feature-complete platform for LibrePods, with various functionalities demonstrated through screenshots [18][24]. - Linux support is limited, with ongoing development aimed at full functionality [25]. Group 5: Technical Requirements - To unlock features, users must modify the VendorID to mimic Apple devices [26][27]. - Specific setup instructions for Linux and Android are provided, including configuration file edits and application settings [28]. Group 6: Additional Considerations - The article notes that recent firmware updates for AirPods require enabling "Off listening mode" to switch to a "closed" mode, affecting functionality [33]. - Users may need to re-pair AirPods after renaming them due to Android's Bluetooth limitations [33].

Core Viewpoint - The TIOBE index for December 2025 shows that the R programming language has re-entered the top ten, indicating a growing demand for deep data analysis and visualization in enterprises [1][3]. Group 1: R Language Insights - R language is a specialized tool designed for statistical analysis and data visualization, maintaining its stronghold in academia and research-intensive industries [1][5]. - Unlike general-purpose programming languages, R focuses on statistical modeling and data processing, excelling in its niche [4]. - The competition between R and Python has ended, with Python dominating the general programming landscape [6][8]. - R plays a core role in academic and research settings, while industries prefer Python for its unified technology stack [11]. Group 2: TIOBE Index Rankings - The top ten programming languages in December 2025 are Python, C, C++, Java, C, JavaScript, Visual Basic, SQL, Perl, and R [19]. - C is noted as the fastest-growing language, evolving from a Windows-only enterprise language to a modern, cross-platform, open-source representative [15]. - C and Java are now nearly equal in game development, web services, and cloud-native applications [17]. - The historical ranking of programming languages from 1985 to 2025 shows significant shifts, with Python rising to the top position [25].

在迈阿密海滩巴塞尔艺术展上，一群戴着马斯克、扎克伯格等名人逼真面具的机器狗四处迅速走红，我第一眼看到时，只能说亮瞎我狗眼了，又诡 异又恐怖： 从屁股还能拉出一张张 AI 生成的艺术卡片 这是数字艺术家 Beeple 在迈阿密巴塞尔艺术展推出的 "Regular Animals" 系列：七只肉色机器狗套着硅胶名人头，涵盖马斯克、扎克伯格、贝 索斯等科技巨头。 展出当场被抢光，单价 10 万美元（约 70 万人民币）。 有钱人的世界我们不懂，但有钱人的胆子，是真的大。 这哪里是宠物？这分明是赛博守墓人。 当它静止时，像是一个诡异的现代艺术品， 当它向你走来时，那画风简直了～ 所以，70万一只，到底是谁在买？放家里当门神吗？ 网友神评： 如果有人免费送你一只这样的"人头狗"，前提是你必须把它放在卧室里陪你睡一晚， 你敢要吗？ 1、科技尽头是玄学 2、 好消息：买了它，家里再也没进过贼。坏消息：我自己也不敢回家了。 3、这造型，一般的防火墙防不住，建议给系统里写个急急如律令的代码，或者机身上贴个符。 4、 马斯克是不是对人类最好的朋友有什么误解？这明明是人类最大的噩梦。 5、 我想知道，这东西半夜需不需要充电？它充电 ...

Core Viewpoint - The article introduces Next AI Draw.io, an AI-powered tool that automates the process of creating and modifying diagrams in draw.io, significantly enhancing efficiency and user experience [2][7]. Group 1: Product Overview - Next AI Draw.io allows users to generate diagrams by simply describing what they need, such as "draw a Transformer architecture diagram with animated connectors" [7]. - The tool can also reconstruct existing diagrams by uploading an image and requesting modifications, such as changing components or adding new elements [9]. - It features a history tracking system that allows users to revert to previous versions of their diagrams, providing a safety net for users [10]. Group 2: Key Features - The tool utilizes large language models (LLMs) to directly generate draw.io XML, enabling users to focus on verbal instructions while the AI handles the drawing [10]. - Users can upload images to automatically recreate editable diagrams, ensuring that lines and layouts are neat and organized [10]. - An interactive chat interface allows for real-time updates and modifications to diagrams, such as adding nodes or changing database types [10]. Group 3: Technical Details - Next AI Draw.io supports various LLMs, including AWS Bedrock, OpenAI, and Google AI, which can be configured through a local environment file [17]. - The application is built using Next.js for the frontend and integrates with Vercel AI SDK for streaming AI responses [19]. - Installation options include a one-click Docker setup or a manual installation process, providing flexibility for users [24][26].

1、是否取消保存？我愣是思考了半天～ 当年有上过当吗？ 2、世界上最小的东西永远是广告的关闭按钮 手机广告上的关闭按钮 "X" 都小得像用显微镜才能看到。 3、 请选择正确答案(_) A: (b) B: (d) C: (a) D: (c) 4、这个音量调节要累死个人～ 不如这个直观： 5、微信上的文件传输 这个文件传输大小我也碰到过，也不止一家这样～还有很多平台只允许上传 PNG 图片，等把 JPG 转为 PNG，然后告诉你图片尺寸不对，长度不 能超过1024，最后还可能让你不要上传大于 2M 的图片，就是各种卡～ 6、我自己用的苹果鼠标一直想吐槽下，苹果这个充电设计不优雅 每次拿出来充电像躺尸： 7、现在这种图片的验证码也是神烦～ 8、很多密码设置也是出奇的厉害 密码长度必须为 8 个字符， 7 个字符或 9 个字符都不行，除非你接着使用 8 个字符。 10 个字符绝对不行！ 接下来还有继续卸载，问题反馈的过程，就是不能一步卸载～ 还有这种极其复杂的密码设计： 找回密码的过程： 9、有没人体验过 350 的卸载过程？ 继续卸载这种操作好好几步 输入密码：密码错误！ 重新输入：密码错误！ 找回密码：请输入新密 ...

Core Insights - The article highlights a 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] - The article 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 salary offerings [2][11] Group 2: Skills and Training - Companies are looking for engineers who can integrate external information into models (RAG), develop autonomous AI agents, and fine-tune models for specific tasks [2][8] - A training course titled "AI Model Application Development Practical Training" is being offered to equip developers with the necessary skills in RAG, agent development, and model fine-tuning [3][14] Group 3: Course Offerings and Benefits - The course includes live sessions that combine theoretical knowledge with practical projects, aiming to prepare participants for real-world applications [3][6] - Upon completion, participants receive a job-seeking package that includes interview question banks and direct job referral opportunities, enhancing their employability [3][16] Group 4: Industry Trends and Future Outlook - The article suggests that mastering AI model technologies is crucial for professionals to remain competitive and avoid job insecurity, especially as the industry evolves [18] - The course aims to help participants build a technical barrier and secure high-paying positions, addressing concerns about job stability in the face of automation [11][16]

昨天 DeepSeek 发布了 DeepSeek-V3.2 和 DeepSeek-V3.2-Speciale，DeepSeek-V3.2 推理达 GPT-5 水平（略逊 Gemini-3.0-Pro）， 目前 官方网页端、App 和 API 均已更新为正式版 DeepSeek-V3.2。 | Benchmark | GPT-5 | Gemini-3.0 | Kimi-K2 | DeepSeek-V3.2 | DeepSeek-V3.2 | | --- | --- | --- | --- | --- | --- | | | High | Pro | Thinking | Thinking | Speciale | | AIME 2025 | 94.6(13k) | 95.0(15k) | 94.5(24k) | 93.1(16k) | 96.0(23k) | | 美国数学邀请赛 | | | | | | | HMMT Feb 2025 | 88.3(16k) | 97.5(16k) | 89.4(31k) | 92.5(19k) | 99.2(27k) | | 哈佛 MIT 数学竞赛 | | | | | | | ...