But he added: "Future demand from data centres, and interaction with wider energy system demands, remains inherently uncertain."
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”。
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Schaeffler is hoping to use robots in its own factories – for example, to load freshly made parts from conveyor belts into washing machines, prior to packaging them for shipment. "We are already experiencing a labour shortage," says Kehr. I ask whether humans who currently are doing this task will be retrained for other roles in the factory and Kehr says, "Absolutely."