Thus far, Michael has embraced President Donald Trump’s edicts, including the demand that the Department of Defense (renamed the Department of War) become an “AI‑first” organization, publicly arguing that whoever moves fastest on AI will dominate future conflicts. “Speed defines victory in the AI era, and the War Department will match the velocity of America’s AI industry,” he said in remarks outlining a new tech strategy that centers AI alongside hypersonic and directed‑energy weapons. “We’re pulling in the best talent, the most cutting‑edge technology, and embedding the top frontier AI models into the workforce—all at a rapid wartime pace.” A Department of War spokesperson underscored to Fortune that Michael is “leading the mandate to secure U.S. military technological dominance. Emil’s team is moving at unprecedented speed to deliver new advanced capabilities to the war fighter, as reflected in his engagement with hundreds of industry partners during his first nine months as undersecretary.”
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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