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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梅琳達本月較早接受美國全國公共廣播電台播客訪問時表示，最新公布的相關文件讓她回想起「婚姻中令人痛苦的時光」。，更多细节参见搜狗输入法2026