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.
过去几年，AI模型规模增长得极其迅猛。2018年训练大型模型通常只需要几百块GPU，2021年一些大型系统已经使用数千块GPU。到了2024年前后，许多生成式AI模型训练集群的规模达到几万块GPU。未来几年，大型AI计算中心很可能会部署数十万GPU。
Nature, Published online: 04 March 2026; doi:10.1038/d41586-026-00751-1，这一点在币安_币安注册_币安下载中也有详细论述
第四十五条 国家设立核事故应急协调委员会，组织、协调全国的核事故应急管理工作，统筹制定国家核事故应急预案，对核事故应急实行分级管理。
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