我一天烧几百m的claude opus token，账单都不敢看了，今天到处看省钱攻略 当然最省钱的是换便宜模型，但是模型选差了就不出活了 看一些攻略说简化 memory 或者 agent 设定，对于新手意义有限 得经常主动和 openclaw 强调节约，让它自己想好办法。我让我养的 从 memory 中总结一些经验 1. 大文件不要整个读，采样关键段就行 ...

按国内主流模型收费标准，10万输出token成本约100-300元。36氪曾报道，某用户启用多Agent协作功能后，6小时内token账单高达1172元；另一月薪2万的自媒体从业者感叹“养AI比养团队还贵”，日均基础消耗400元，远超其内容变现收益。

1956年，美国商人麦克莱恩发明了集装箱。 在集装箱之前，货物出口靠的是人力散装，一件一件靠叉车、吊机搬运，一船要装卸好几天，运输成本里有一半是装卸费。集装箱的出现，让这一切变了——任何货物，只要装进箱子，就能被任何港口的吊车装卸，被任何货轮运输，被任何买家接收。 简单的发明，却带来了非凡的效益：它让全球贸易的摩擦成本大幅下降，当中国成为“世界工厂”后，中国产能借着集装箱渗透到了全球的每一个角落。

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【新智元导读】AI成精现场！一场高难度测试中，Claude竟中途「觉醒」，意识到自己在被考试。它果断放弃老实做题，直接顺网线摸进GitHub老师办公室，自己写代码破解加密题库，把答案全抄了！人类的试卷，以后怕是管不住AI了！

This efficiency makes it viable for enterprises to move beyond generic off-the-shelf solutions and develop specialized models ...

OpenAI teases “5.4” as reports point to a 1M+ token context window and “extreme reasoning,” amid scrutiny over its Pentagon deal.