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    1. TriAttention enables OpenClaw deployment on a single consumer GPU, where long context would otherwise cause out-of-memory with Full Attention

      大多数人认为处理长上下文需要高端GPU或分布式系统,但作者声称他们的方法只需单个消费级GPU就能实现原本需要高端硬件才能处理的长上下文任务。这一观点挑战了人们对长上下文处理硬件需求的普遍认知。