Credit: Haley Henschel / Mashable
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.
这种狂热并非全无逻辑。以海外标杆 Anthropic 为例，其 ARR（年度经常性收入）从 2023 年的 1 亿美元暴涨至 2026 年 2 月的 140 亿美元，支撑起了 3800 亿美元的最新估值，对应 27 倍的动态市销率（PS）。国内的一线创企在技术上已经实现了对海外的紧密追赶，资本市场愿意给予几百倍的超高 PS，本质上是买单其未来三年十倍以上的营收增长预期。，更多细节参见旺商聊官方下载
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Photograph: Parker Hall
山水之间，发展有声；沱江之畔，脚步向前。站在新起点，资中把发展的视线从速度与规模转向质量与结构，从阶段性成果总结转向更长周期谋划。，推荐阅读体育直播获取更多信息