Currently, AI Mode exists as a separate interface that users must access intentionally, but the trajectory is clear. Google has indicated that AI-generated answers will eventually become a more prominent part of standard search results. While they've walked back statements about making AI Mode the default search experience after initial concerns, the long-term direction remains toward greater AI integration. Traditional search results won't disappear, but AI-generated summaries will occupy increasingly valuable real estate on search result pages.
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Database optimization
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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”。