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QK normalization can be effectively integrated into MLA without the overhead of full key caching, leading to improved performance and efficiency.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.