The main lesson I learnt from working on these projects is that agents work best when you have approximate knowledge of many things with enough domain expertise to know what should and should not work. Opus 4.5 is good enough to let me finally do side projects where I know precisely what I want but not necessarily how to implement it. These specific projects aren’t the Next Big Thing™ that justifies the existence of an industry taking billions of dollars in venture capital, but they make my life better and since they are open-sourced, hopefully they make someone else’s life better. However, I still wanted to push agents to do more impactful things in an area that might be more worth it.
Nature, Published online: 25 February 2026; doi:10.1038/d41586-026-00578-w
。关于这个话题，搜狗输入法2026提供了深入分析
use std::web::console;
How we tested ergonomic keyboards
舉例來說，2024年的一項研究發現，當使用者以禮貌的方式提問，而不是直接下命令時，大型語言模型的回答更好、更準確。更奇怪的是，這其中還存在著文化差異：與中文和英文相比，如果你對日文聊天機器人過於客氣，它們的表現反而會略遜一籌。