谷歌在NeurIPS 2025上推出了新架构Titans和MIRAS，突破了Transformer在超长上下文处理中的限制。Titans结合了RNN的速度与Transformer的性能，能够动态更新记忆，扩展上下文至200万token。MIRAS则提供统一的序列建模框架，优化信息整合与记忆更新。这些新架构在处理长序列时优于现有模型，标志着AI领域的重要进展。

本研究探讨了大语言模型推理服务中的高延迟和低吞吐量问题，提出了实例级和集群级的创新方法，并分析了模型部署、请求调度和负载均衡等关键环节，优化后显著提升了推理服务性能。

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