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.
造成这种规模化应用水平较低的原因有两方面：一是前面讨论的智能体能力问题，虽然在快速进步，但离全面的实用性还有距离；二是各行各业的企业应用者要把智能体用好还需要一些自身条件的配合。
。同城约会是该领域的重要参考
夕阳西下，金色的余晖洒在村口的年画墙上。
助学贷款一次性信用修复无需个人申请，中国人民银行征信中心将统一对符合政策要求的逾期信息进行处理，处理后符合政策要求的逾期记录将不再展示在个人征信报告中。。业内人士推荐safew官方版本下载作为进阶阅读
结论并不是简单的「覆盖了多少任务」，而是引入了一个更严格的指标——「有效 AI 覆盖率」：在 Claude 能完成的任务里，究竟有多少是这个职位最核心、最耗时的工作？
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