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”。
I did want to include niceties like drag-and-drop setlist re-ordering though, so I particularly appreciated being able to build an interactive application with modern conveniences while writing the smallest possible amount of JS (again, something I always find I’m fighting against). The default Hotwire (“HTML Over The Wire”) stack of Stimulus and Turbo provided enough low-friction functionality to build my frontend without drowning in JavaScript.，推荐阅读PDF资料获取更多信息
，这一点在新收录的资料中也有详细论述
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FT Edit: Access on iOS and web，更多细节参见新收录的资料
補充報導：托馬斯·斯賓塞（Thomas Spencer）