针对这些记忆缺陷，智能体工程通常采取以下手段进行增强：构建外部记忆库将用户偏好、业务知识、历史交互等存储在数据库中，智能体在需要时通过检索机制按需提取相关信息，应对长期记忆缺陷；对过长的上下文进行摘要和压缩，保留核心信息，释放Token空间，来应对信息过载导致的短期记忆遗忘。
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老爸心软，他不仅不愿意用这种残忍的方式，还希望牛群能经常晒晒太阳，为此还专门拓展出个牛棚的外院，搭出一方露天的铁护栏。只是那铁护栏，隔个十天半个月的就被牛撞破了，于是，老爸也隔个十天半个月，就在田间地畔追着牛跑。