项目已完成理论评估与实验室测试，2025年12月启动首轮产线实测，今年4月将开展二次测试，夏季正式进入规模化试点阶段。
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Document what works as you implement and test different approaches. Keep notes on which tactics seem most effective for your content, which platforms drive the most engaged traffic, which topics generate the most AI citations. This knowledge base becomes increasingly valuable over time as you identify patterns specific to your niche and audience that might differ from general best practices.，这一点在51吃瓜中也有详细论述
Last week, the Trump administration said it is loosening restrictions on air toxins from mercury, lead and other heavy metals that are released by coal plants. Such pollution is known to be neurotoxic and has been linked to irreversible brain damage in children and infants, as well as heart disease and cancer in adults.
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。