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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.
Agents can rapidly adapt to individual and evolving user preferences by explicitly memorizing and acting on both pre- and post-action feedback.
