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VisionWeave introduces elastic visual representation weaving as a native capability of MLLMs, combining a gated spatial pooler and a granularity router to adaptively allocate visual tokens. Built on Qwen3.8-27B, it saves 43.0% of tokens while retaining 98.9% of performance and delivers 2.3x throughput gains on SGLang serving.