国内L4玩家中，小马智行实现“单车盈利”，萝卜快跑在武汉、亦庄两地试点扭亏为盈。文远知行在海外也取得了不错成绩。虽然绝对数量上不占优势，但证明了L4商用是可行的，是能赚到钱的。
《夜王》所做的不是在讲“女性觉醒”的口号，而是在讲一种更现实的香港：在一个高度功利化、竞争激烈、节奏极快的城市里，女性从来不是花瓶，她们一直在工作，一直在承受，一直在算账，也一直在努力让自己不被时代淘汰。夜总会的退场，不会只影响到男性，它首先波及的是那些最贴近一线运作的人。影片让女性站在台前，实际上是把夜场从“猎奇场景”拉回到“职业社会”的讲述尺度中。
，这一点在im钱包官方下载中也有详细论述
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.
「過去人們認為，如果你告訴AI它是一位數學教授，例如，它在回答數學問題時實際上會更準確。」桑德·舒爾霍夫（Sander Schulhoff）說。他是一位企業家和研究員，也是「提示工程」理念的推廣者。但舒爾霍夫和其他人表示，當你尋找資訊或提出只有一個正確答案的問題時，角色扮演反而會降低AI模型的準確性。