a lightweight surrogate trained on them can absorb a significant portion of future traffic at near-zero marginal inference cost
大多数人认为模型替换会带来明显的质量下降或需要持续监督。但作者提出轻量级代理模型可以'吸收大量未来流量'且'边际推理成本接近零'，这种近乎零成本的替代方式颠覆了传统模型替换的质量-成本权衡观念。
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huggingface.co huggingface.co
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blog.google blog.google
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TPU 8i is designed with more memory bandwidth to serve the most latency-sensitive inference workloads, which is critical because interactions between agents at scale magnify even small inefficiencies.
通常认为内存带宽是通用硬件的需求，但作者提出TPU 8i针对低延迟推理进行了优化，这与通用硬件设计追求平衡的常规做法不同。
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