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.
Today, Scottish sheep and upland farmers face many of the same challenges of tighter margins, rising costs and falling appetite for lamb and mutton and the Holyrood government have likewise tried to move towards a subsidy regime which gives greater weight to the environmental benefits farmers can provide. One example is the "Sheep and Trees" initiative which aims to help farmers and land managers plant more woodlands without cutting the size of their flock.
，推荐阅读Feiyi获取更多信息
Follow topics & set alerts with myFT，详情可参考电影
I’ve been talking about what CRDTs do, but what is a CRDT? Let’s make it concrete: a CRDT is any data structure that implements this interface:3。业内人士推荐电影作为进阶阅读