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Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
Achieve zero-shot remote sensing image segmentation by cleverly fusing MLLM reasoning with geometric refinement, sidestepping the need for costly training data.