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In the 1960s, France became the third country, after the US and Soviet Union, to independently place a satellite (Astérix) into orbit, and the only country to send an animal into space and – crucially, for Félicette the catstronaut – bring it back alive. A decade later, the Franco-British Concorde flicked passengers across the Atlantic in three and a half hours and the TGV began to propel them through the countryside first at 250km/h (155mph), and then 320km/h. Then, in the late 1980s, the French space agency designed a crewed spaceplane, Hermès, that corrected for the Nasa space shuttle’s vulnerability by being integrated into its launch vehicle rather than perched atop it.

其次,大模型的记忆能力有缺陷:大模型在训练时“记住”了大量知识,但训练完成后并不会在使用中持续学习、“记住“新知识;每次推理时,它只能依赖有限长度的上下文窗口来“记住”当前任务的信息(不同模型有不同上限,超过窗口的内容就会被遗忘),而无法像人一样自然地维持稳定、长期的个体记忆。但在真实业务中,我们需要机器智能有强大的记忆能力,比如一个AI老师,需要持续记住学生的学习历史、薄弱环节和偏好,才能在后续的讲解与练习中真正做到“因人施教”。

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