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.
第四十二条 增值税法第二十九条第一项所称经省级以上财政、税务主管部门批准可以由总机构汇总申报纳税,是指有固定生产经营场所的纳税人,总机构和分支机构不在同一省(自治区、直辖市)内的,经国务院财政、税务主管部门批准,可以由总机构汇总向总机构所在地的主管税务机关申报纳税;总机构和分支机构在同一省(自治区、直辖市)内但不在同一县(市、区、旗)内的,经省(自治区、直辖市)财政、税务主管部门批准,可以由总机构汇总向总机构所在地的主管税务机关申报纳税。
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