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.
├── ai_scientist/ │ ├── generate_ideas.py # 研究想法生成
。关于这个话题，谷歌浏览器【最新下载地址】提供了深入分析
Opus 4.5 used its Web Search tool to confirm the issue is expected with fontdue and implemented ab_glyph instead which did fix the curves.
There are other terminal commands that would come in useful; Wikipedia's table of escape codes is a good listing (the CSI in that table corresponds to the \u001b in our code) but here are some useful ones:
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在这场公开的临床对赌中，五和博澳的逻辑是试图用“下限稳住，上限拉高”的策略来说服市场：天然药物与DDS构成了叙事的独特性，糖尿病刚需提供了市场的广度。，更多细节参见快连下载-Letsvpn下载
Dependent types (full)