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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Since 1901, sea levels have increased by 20cm, which may not sound like a lot but coupled with extreme storm events and tidal surges can exacerbate coastal flooding.，更多细节参见heLLoword翻译官方下载
The topic of always-online live-service games shutting down and ultimately becoming unplayable has been a popular topic of internet discourse for many years. Through my work on Towerborne I've seen first-hand just how challenging and time-consuming it can be to make a game originally designed like this work offline. Every game has its own unique challenges in both design and technical architecture, making offlining a uniquely complex undertaking that is hard to understand for many of its players. However, the Native AOT approach we leveraged shows that it is possible and I hope other developers finding themselves in a similar position find it useful in showcasing one possible path.。im钱包官方下载对此有专业解读