我在这个基础上做了两点迭代：一是把处理范围从纯文本扩展到所有内容形式——图片、音频、视频都先转换成文字（虽然现在很多模型都有多模态的能力，但不论从成本还是效果上看，文字都是最优选择），然后走同一条管线；二是增加了事件聚类去重。具体来说，管线做两件事：
Amir Husain, coauthor of Hyperwar: Conflict and Competition in the AI Century, said that AI is being used to compress the U.S. military’s decision-making framework, known as the OODA loop—an acronym for observe, orient, decide, and act. He said AI is already playing a significant role in observation, or in interpreting satellite and electronic data, tactical-level decision-making, and the “act” phase, specifically through autonomous drones that must operate without human guidance when signals are jammed. Some of those drones are actually copycats of Iran’s own autonomous Shahed drones.
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