Moonshot AI, released 2025-07-10. Sparse MoE decoder, 1T total, 32B active, 128K context. Attention: MLA.
Sparse MoEMoonshot AI 🇨🇳 · June 12, 2026
Kimi K2.7 Code (1T)
Coding-focused K2.6 successor that keeps the same 1T sparse MoE text backbone and emphasizes long-horizon software engineering agents.
Key detail
Keeps the Kimi K2.5/K2.6 text architecture and shifts the release focus toward coding-agent workflows.Total params
1T
Active / token
32B
Context
256K
Fact sheet
- Scale
- 1T total, 32B active (3.2% active)
- Context window
- 256,000 tokens
- Decoder type
- Sparse MoE
- Attention
- MLA
- Layer mix
- 61 MLA
- KV cache / token (bf16)
- 68.6 KiB · Low
- License
- Modified MIT License
- Released
Efficiency
Parameters active per token
3.2%
32B of 1T weights run for each token.
AA Intelligence Index v4.3.2
Source25.8
- General
- 33.1
- Scientific
- 22.5
- Coding
- 24.4
- Agents
- 22
Architecture concepts
Sources & resources
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Similar architectures
Moonshot AI, released 2026-01-27. Sparse MoE decoder, 1T total, 32B active, 256K context. Attention: MLA.
Moonshot AI, released 2026-04-20. Sparse MoE decoder, 1T total, 32B active, 256K context. Attention: MLA.
Mistral AI, released 2026-10-29. Sparse MoE decoder, 1T total, 52B active, 1M context. Attention: MLA with modified DeepSeek Sparse Attention, index reuse, and KV sharing.