在 AI-Native 时代，开发者的角色正在从“代码编写者”向“架构设计者”转变。Claude Code 作为 Anthropic 推出的下一代命令行 AI 助手，不仅仅是一个代码补全工具，更是一个具备 Agentic Workflow（代理工作流）能力的智能终端。
During development I encountered a caveat: Opus 4.5 can’t test or view a terminal output, especially one with unusual functional requirements. But despite being blind, it knew enough about the ratatui terminal framework to implement whatever UI changes I asked. There were a large number of UI bugs that likely were caused by Opus’s inability to create test cases, namely failures to account for scroll offsets resulting in incorrect click locations. As someone who spent 5 years as a black box Software QA Engineer who was unable to review the underlying code, this situation was my specialty. I put my QA skills to work by messing around with miditui, told Opus any errors with occasionally a screenshot, and it was able to fix them easily. I do not believe that these bugs are inherently due to LLM agents being better or worse than humans as humans are most definitely capable of making the same mistakes. Even though I myself am adept at finding the bugs and offering solutions, I don’t believe that I would inherently avoid causing similar bugs were I to code such an interactive app without AI assistance: QA brain is different from software engineering brain.
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Cobalt Violet, White, Black, and Sky Blue / Pink Gold and Silver Shadow (Samsung exclusive)
国家水网优化水资源配置，有力保障工农业用水。据初步测算，2025年我国万元国内生产总值用水量、万元工业增加值用水量相较“十三五”末分别下降20%和25%。在我国经济总量连跨大台阶、粮食连年丰收的情况下，全国年用水量控制在6100亿立方米以内。
Online privacy is in short supply, but that doesn't make it any less important. Your data is seriously valuable stuff, and you should be doing everything you can to protect it when navigating the online world. And if you watch porn, you should be even more vigilant.