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舞台上，湖南省歌舞剧院艺术家表演民族舞蹈、戏曲杂技、木偶戏等节目，赢得满堂喝彩；“世遗泉州·多彩非遗”展区展示安溪竹藤编、泉州锡雕等非遗技艺，吸引民众纷纷体验打卡；牛肉面、包子、米线等中国美食香气四溢，品尝的民众排成长龙……“这么多中国特色项目，让我对中国文化有了全景式感受。”当地民众吉哈德说，“中国产品和技术便利了我们的日常生活，中国文化也魅力非凡。这次过来真是不虚此行。”
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It’s Not AI Psychosis If It Works#Before I wrote my blog post about how I use LLMs, I wrote a tongue-in-cheek blog post titled Can LLMs write better code if you keep asking them to “write better code”? which is exactly as the name suggests. It was an experiment to determine how LLMs interpret the ambiguous command “write better code”: in this case, it was to prioritize making the code more convoluted with more helpful features, but if instead given commands to optimize the code, it did make the code faster successfully albeit at the cost of significant readability. In software engineering, one of the greatest sins is premature optimization, where you sacrifice code readability and thus maintainability to chase performance gains that slow down development time and may not be worth it. Buuuuuuut with agentic coding, we implicitly accept that our interpretation of the code is fuzzy: could agents iteratively applying optimizations for the sole purpose of minimizing benchmark runtime — and therefore faster code in typical use cases if said benchmarks are representative — now actually be a good idea? People complain about how AI-generated code is slow, but if AI can now reliably generate fast code, that changes the debate.
真正的倒计时，不是2026，而是下一次续保谈判企业把AI引入业务流程，本意是为了降低不确定性，但它创造了一个连精算师都难以计算的不确定性结构。2026年1月的标准化条款意味着边界被强制写清，企业必须把治理前置，把证据链前置。
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