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.
苹果对此回应称，并无证据表明高管在推介 AI 进展时预知关键的 Siri AI 功能会大幅跳票，更无证据显示延迟导致了 iPhone 16 系列的销售下滑。
，这一点在safew官方版本下载中也有详细论述
"[Nini]'s coming to the end of its lifetime," he says.
与AI服务器“抢食”内存产能的同时，手机自身对内存的需求也在急剧膨胀。CounterPoint Research发布报告称，2025年12月全球智能手机平均内存（DRAM）为8.4GB，创历史新高。在高端手机市场（售价超600美元），平均内存容量更是达到了约11GB。为了满足高强度多任务处理和端侧大语言模型（LLM）的本地运行需求，12GB内存正在迅速成为高端智能手机的基础标准配置。
，这一点在heLLoword翻译官方下载中也有详细论述
▲METR 此前的研究显示 AI 工具对开发人员生产力的影响，导致生产力下降了 20%；但 METR 表示现在这一发现已经过时，生产力提升似乎更有可能｜图片来源：https://x.com/METR_Evals/status/2026355544668385373/。谷歌浏览器【最新下载地址】对此有专业解读
JS --|Decrypts using proprietary logic| DecryptedData([Decrypted Data])