Kimi Linear: 6.3× Faster 1M-Token Decoding, 75% Less KV Cache
Kimi Linear: 6× faster, 75% leaner attention—rewriting Transformer limits.
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The Era of Transformers is Being Rewritten
Moonshot AI’s latest open-source Kimi Linear architecture uses an entirely new attention mechanism that, for the first time under identical training conditions, has surpassed full attention models.
In long-context tasks, it not only reduces KV cache requirements by 75%, but also achieves up to 6x inference acceleration.
When will the Kimi K2.5 based on this architecture arrive??
But first, let’s look at how Kimi Linear challenges traditional Transformers.



