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”。
而现在，如果你能有效利用 AI，你可以创造得更多、更好。
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更值得玩味的是，当完美日记试图告别过去重营销、轻研发的模式，转向强调产品、收缩营销投入时，非但没有迎来口碑与销量的反转，反而在市场中越发边缘化。。91视频是该领域的重要参考
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