在开发聊天应用存储服务时，作者采用属性测试（Property-Based Testing）系统性地探索输入空间，意外发现了一个JavaScript原型处理的安全漏洞。这个漏洞在传统单元测试和人工审查中被忽略，却在75次随机测试迭代中被暴露。文章详细描述了规范驱动开发（SDD）流程，如何定义“往返”属性来验证存储和检索API键的正确性，以及漏洞修复过程。这一真实案例凸显了属性测试在AI开发中的关键价值：它能捕捉人类直觉和常规测试难以触及的边缘案例，有效预防生产环境中的安全风险。对于依赖AI（如LLM生成代码）的开发者而言，这提供了自动化测试的实战指南，强调安全测试必须超越“愉快路径”，覆盖恶意输入等极端场景。
原文链接：Hacker News
AutoQA-Agent is an open-source CLI tool designed to solve pain points in acceptance automation. Users can write test cases in Markdown, combined with Claude Agent SDK for intelligent execution, powered by Playwright to drive browsers. The tool features self-healing capabilities, automatically adjusting strategies when failures occur, and provides detailed logs, screenshots, and trace information for troubleshooting. After tests pass, it can automatically export as Playwright test scripts for easy integration into CI pipelines. The project is open-source on GitHub, welcoming developer feedback and contributions.
Original Link:V2EX Share & Discover
Bitcoin smart contract development sees a major breakthrough. Researchers have recently released Bithoven, a high-level imperative programming language specifically designed for Bitcoin smart contracts. The language compiles developer-written code into native Bitcoin script, supporting three compilation targets: Legacy, SegWit, and Taproot, effectively solving the difficulty of understanding and writing raw Bitcoin scripts. Bithoven provides traditional programming language features like if/else statements and return syntax, and includes a built-in type safety system supporting booleans, signatures, strings, and numbers to prevent runtime errors. Additionally, the language contains built-in keywords for time locks and cryptographic operations. Developers can experience this tool through an online IDE in their browser. As an open-source project, Bithoven's release offers Bitcoin developers a more friendly programming experience, potentially lowering the barrier to entry for Bitcoin smart contract development and driving innovation in the Bitcoin ecosystem.
Original Link:Hacker News
As DDR5 memory prices continue to skyrocket, AMD's discontinued Ryzen 7 5800X3D processor has seen a significant price surge in the secondhand market, even exceeding the price of AMD's latest Ryzen 7 9800X3D. Data shows that used 5800X3D units on eBay are now selling for $500-600, with some approaching $800 - nearly double the original price. This phenomenon stems primarily from consumers flocking to DDR4-compatible AM4 platforms to avoid the high cost of DDR5 memory. As the first CPU featuring 3D-VCache technology, the 5800X3D once led a generation in gaming performance and continues to deliver excellent results even after the release of Zen 4. Currently, AM4 motherboards remain affordable, with numerous motherboard+memory bundle deals further attracting budget-conscious gamers. For existing 5800X3D owners, now presents the optimal time to sell; while prospective buyers might consider the more affordable 5700X3D as an alternative.
Original Link:Hacker News
This article critiques The Wall Street Journal's reporting on Anthropic AI vending machines, arguing that it's actually a joint marketing campaign between WSJ and Anthropic. The author questions the practical value of using AI in vending machines, pointing out that such applications are neither economical nor practical, merely creating the illusion that 'AI is everywhere.' The piece reveals how tech companies promote their products through media, even when these applications lack real meaning. Anthropic employees even hinted in interviews that AI might pose risks, such as locking doors or making incorrect purchases, but reporters seemed to focus only on the gimmick of free sodas. The author urges readers to remain vigilant about this 'stupid AI world' and not blindly accept the reality of AI technology being misused.
Original link:Hacker News
This article conducts a performance benchmark test on different programming languages using the Leibniz formula for calculating π. The tests were executed on the GitHub Actions platform, revealing significant differences in computational efficiency among the languages. The Leibniz formula, as a classic mathematical formula, provides an objective standard for evaluating programming language performance. Test results may vary depending on the hardware used, but they still offer valuable insights for developers and technical decision-makers. Through comparative analysis, the article reveals the performance characteristics of different programming languages in mathematical computing tasks, helping developers make more informed decisions when selecting technologies for projects. This performance comparison method based on real-world application scenarios has more practical value than purely theoretical analysis.
Original Link:Hacker News
Demo Scope is a mobile presentation tool designed specifically for iOS that supports recording or streaming any mobile website while simultaneously displaying camera feed and touch indicators. It offers picture-in-picture camera functionality with three shape options: circle, square, and rectangle, with adjustable size and position. The touch indicators clearly showcase gestures like taps and swipes, supporting 6 colors and size adjustments. The app supports loading any URL with complete browser navigation features and can directly stream to platforms like Twitch, YouTube, and Facebook. Demo Scope targets entrepreneurs, product teams, content creators, and educators, offering a free version (with 5-minute limit and watermark) and a one-time purchase Pro version, suitable for product demos, tutorial creation, live streaming, and various other scenarios.
Original Link:Hacker News
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。
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内容丰富，对未来趋势分析得挺到位的。
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