人类也不是生下来就是大聪明,从婴儿到成人,吃喝拉撒 20 年,还得加上学校教育、社会教育,这些都消耗食物、水、电等等能源。如果算「全生命周期成本」,AI 其实挺高效的,训练一次,就能无限次回答问题,而人类每次思考还得再烧脑子——大脑耗能约 20 瓦。
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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.,更多细节参见safew官方下载
controller.enqueue(encoder.encode(`${content}`));,推荐阅读safew官方版本下载获取更多信息