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.
2. Data + AI 一体化架构成为重点关注
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根據德國聯邦統計局（Destatis）於2026年2月發布的2025年全年外貿初步數據，中國對德出口1712億歐元（2016億美元），年增約4%；德國對華出口818億歐元（963億美元），年降9.3%，為十年最低水準，德國對華貿易逆差擴大至約893億歐元（1052億美元）。，详情可参考快连下载安装
One of the people who got in touch was John Harp, who had been working in brick sales since 1981.