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Kimi Linear: An Expressive, Efficient Attention Architecture — interactive visual explainer | Rudrite Research

The Kimi Team published a new attention architecture, Kimi Linear, on arXiv in 2025. The architecture uses Kimi Delta Attention interleaved 3:1 with full attention, becoming the first linear hybrid to outperform softmax attention. An interactive visual explainer of the paper is available online.

read1 min publishedJun 15, 2026

Kimi Delta Attention, interleaved 3:1 with full attention — the first linear hybrid to beat softmax.

Kimi Team · arXiv 2025 · Model Architectures. Read the paper ↗ A free, interactive, animated visual explainer of Kimi Linear: An Expressive, Efficient Attention Architecture — every exhibit computed from the real formulas, with verbatim quotes from the source.

Questions #

  • What is Kimi Linear: An Expressive, Efficient Attention Architecture?
  • Kimi Delta Attention, interleaved 3:1 with full attention — the first linear hybrid to beat softmax.
  • Who published Kimi Linear: An Expressive, Efficient Attention Architecture, and where?
  • Kimi Team — arXiv 2025 (arXiv:2510.26692).
  • Where can I find a visual explainer of Kimi Linear: An Expressive, Efficient Attention Architecture?
  • Right here — a free, interactive, animated walkthrough of the whole paper, with exhibits computed from the real formulas and verbatim quotes from the source.
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