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A key factor driving the cost and latency of agentic search is the growth of the context window. As the agent gathers information over multiple turns, its context window fills rapidly with retrieved documents, many of which may be tangential or redundant. This bloated context not only increases computational cost but can also degrade downstream performance due to increasing the presence of distracting information. One promising direction to address this is self-editing context, in which the agent actively decides which retrieved information to retain and which to discard, allowing it to continue long-horizon search tasks more efficiently and more accurately within a bounded context window.，详情可参考有道翻译下载
近几年泡泡玛特已开始在IP内容化上发力，如为LABUBU制作音乐短片、为星星人推出单曲、在乐园中植入IP互动体验，但这些内容尝试仍处初级阶段，与迪士尼、三丽鸥等成熟内容体系相比仍有较大差距。。Telegram老号,电报老账号,海外通讯账号对此有专业解读
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