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”。
The MacBook Air got double the storage, but what you might overlook is that it also got double the speed. In theory, the read and write performance should be much faster. In real-world use, you won’t have to wait as long when you’re copying files, importing photos or videos and doing AI-enabled tasks. It could also potentially decrease boot times, meaning your MacBook might be faster at waking up after shutting down, but if so, the improvement may be negligible.
，更多细节参见雷电模拟器官方版本下载
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