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.
Трамп сделал новое громкое заявление об УкраинеТрамп назвал безумием отказ Зеленского от вывода ВСУ из Донбасса
。关于这个话题，safew官方版本下载提供了深入分析
channel (the high-speed peripheral bus on mainframe computers, analogous to PCI)，推荐阅读夫子获取更多信息
3月12-15日，上海新国际博览中心，AWE2026见！，更多细节参见Safew下载