本文探讨了Coze平台最新变化及其对工作流开发的影响，重点介绍了基于LangGraph框架的Agent工作流构建方法。文章详细阐述了工作流建模的核心原则，包括原子化设计、并行处理和集成服务优先等理念，为AI开发者提供了实用的技术指导。通过分析扣子编程平台的自动工作流生成功能，揭示了当前AI工具平台的发展趋势，强调了高效、规范的工作流设计在AI应用开发中的重要性。
原文链接：Linux.do
This article shares users' experiences and challenges when actually using AI APIs. The author currently uses a combination of Claude and ModelScope Qwen. Although they provide a 2000 token daily quota, the models themselves have strict limitations, with the actual available amount reaching only a few hundred. Additionally, OpenRouter's free plan offers even less, leading users to seek more stable, large-scale, and reliable alternatives. This discussion reveals the technical limitations of free AI APIs, providing valuable practical insights for developers and AI enthusiasts that help optimize resource allocation and choose more efficient tools. The article emphasizes the need for stable, large-scale free AI APIs, reflecting current pain points in the AI service sector.
Original link:V2EX Share & Discover
Baidu Mind Map service is即将 to terminate, and users need to promptly export their personal data. The tool hasn't been updated in 6 years and has been in a long-term stagnant state. The main challenge users face is the lack of batch export functionality, requiring them to export mind map data one by one. The exported files are in Baidu's proprietary km format, and subsequent editing and viewing will require finding alternative tools. For long-term users of Baidu Mind Map, this serves as an important data migration reminder. It's recommended to plan data preservation strategies in advance and research suitable alternatives such as XMind, MindMaster, etc.
Original Link:V2EX Share & Discover
Recently, users have reported a serious sync issue with the Google Gemini app on iOS devices. Conversations created in the iOS app don't appear properly on the desktop web version. When switching back to these conversations, users get a 'deleted' message, and after restarting the app, the conversations disappear completely. Although the web version shows grayed-out history, the content remains inaccessible. This issue only occurs on iOS devices, as colleagues using Android haven't encountered similar problems, suggesting a possible platform-specific software bug. Users found through Google searches that others have reported the same issue on Google's support forums. This phenomenon not only affects user experience but also raises data security concerns, causing problems for users who rely on Gemini for conversations. Tech enthusiasts should keep an eye on Google's official updates for fix information.
Original Link:V2EX Share & Discover
Mullvad VPN recently announced the launch of GotaTun, an innovative WireGuard implementation written entirely in Rust. This project emerged from challenges with the previous wireguard-go implementation, which was responsible for over 85% of crash reports, particularly on the Google Play Store. By leveraging Rust's secure multithreading and zero-copy memory strategies, GotaTun not only resolves the crash issues but also significantly enhances performance. Since its deployment to Android users in November 2025, the crash rate has plummeted from 0.40% to 0.01%, with users reporting positive feedback, including faster speeds and reduced battery consumption. Mullvad plans to extend GotaTun to all platforms, including desktop and iOS, in 2026, and will conduct a third-party security audit. This initiative not only improves the reliability of the VPN service but also demonstrates the potential of Rust in the cybersecurity domain.
Original link:Hacker News
A user on the Linux.do community asked about the usage limits for Cursor's education discount, specifically how to find weekly or monthly limits in the dashboard. The article provides practical information to help users understand Cursor's free quota management, which is crucial for programming enthusiasts and developers to avoid affecting their experience due to overuse. In the community discussion, users shared methods for finding usage limits, emphasizing the practicality and potential restrictions of the education discount.
Original link:Linux.do
The author leveraged the open-source project autoglm in collaboration with GPT/Hakimi to develop a mobile automation solution for managing accounts on platforms like Douyin and Xiaohongshu. By building a visual frontend through reverse engineering, they addressed autoglm's limitations in character configuration and multi-process collaboration, achieving efficient account management with just one hour daily. Practical testing shows this solution improves automation efficiency and provides a practical reference for AI applications on mobile devices.
Original link:Linux.do
最新评论
I don't think the title of your article matches the content lol. Just kidding, mainly because I had some doubts after reading the article.
这个AI状态研究很深入，数据量也很大，很有参考价值。
我偶尔阅读 这个旅游网站。激励人心查看路线。
文章内容很有深度，AI模型的发展趋势值得关注。
内容丰富，对未来趋势分析得挺到位的。
Thank you for your sharing. I am worried that I lack creative ideas. It is your article that makes me full of hope. Thank you. But, I have a question, can you help me?
光纤技术真厉害，文章解析得挺透彻的。
文章内容很实用，想了解更多相关技巧。