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Ling 2.5

(1 article)

March 2, 2026AI Architecture

Inside Ant Ling 2.5: Rebuilding Attention With MLA + Lightning Attention

How Ling 2.5 replaces part of GQA with a 1:7 MLA + Lightning Attention design to improve long-context throughput, reduce KV cache cost, and keep training quality stable.

Qingke AI

Ling 2.5 Linear Attention MLA+2 more

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