为此，智能体工程通常通过以下几类手段给大模型加“外骨骼”以改善可靠性：引入检索与知识库（RAG）以降低幻觉和知识陈旧的影响；预先设计和约束工作流，而不是完全自由的“自治智能体”，以此限定可接受的执行路径；通过多次回答、自一致性检查或模型间交叉验证，识别并过滤高风险输出；在关键链路节点上设置人工审批，让人类对高风险动作“最后拍板”。
深化机制创新，协同效能持续释放
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Филолог заявил о массовой отмене обращения на «вы» с большой буквы09:36
Less than a year ago, Skydance Media closed its $8 billion merger with Paramount, making the Trump-friendly Ellison family—billionaire Oracle founder Larry and his son David, CEO of Paramount Skydance—among the most powerful media moguls in the country. A looming Paramount Skydance merger with Warner Bros. Discovery would expand their empire even further.
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Филолог заявил о массовой отмене обращения на «вы» с большой буквы09:36，更多细节参见搜狗输入法下载
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.