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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”。
For years now, Valve fans have been making jokes about the company's slow transition from game maker to glorified digital hat and knife paint marketplace. This week, though, a lawsuit brought by the state of New York argues that Valve's in-game loot box sales amount to an illegal gambling outfit worth tens of billions of dollars.，详情可参考夫子