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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Европейский союз (ЕС) должен прекратить действие Соглашения о политическом диалоге и кооперации с Кубой (Political Dialogue and Cooperation Agreement, PDCA) и надавить на действующие власти республики. Такое требование озвучил депутат Европейского парламента (ЕП) Мариуш Каминьский в соответствующем депутатском запросе, с текстом ознакомилась «Лента.ру».，推荐阅读旺商聊官方下载获取更多信息
Платон Щукин (Редактор отдела «Экономика»)
。关于这个话题，旺商聊官方下载提供了深入分析
Physicists demonstrate how entangled quantum particles can improve the sensitivity of non-local, long-distance light phase measurements such as for telescope arrays observing faint astronomical objects，这一点在雷电模拟器官方版本下载中也有详细论述
Self-attention is required. The model must contain at least one self-attention layer. This is the defining feature of a transformer — without it, you have an MLP or RNN, not a transformer.