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From GPT-2 to Kimi Delta Attention: How Transformers Evolved into Modern AI Memory Systems

A detailed architectural journey from GPT-2 full attention through linear attention, DeltaNet, Gated DeltaNet, and Kimi Delta Attention to Kimi Linear and Kimi K3—with diagrams, equations, and the memory-management interpretation of modern Transformers.

AI Playbook2026-07-2820 min readadvanced

Executive takeaway​

A detailed architectural journey from GPT-2 full attention through linear attention, DeltaNet, Gated DeltaNet, and Kimi Delta Attention to Kimi Linear and Kimi K3—with diagrams, equations, and the memory-management interpretation of modern Transformers.

In this briefing​

  1. Key ideas
  2. Practical implications
  3. What to do next

Why it matters​

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