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Kimi K2.6

MoEKimi

Moonshot's flagship 1T MoE with 32B active params and 256K context. BenchLM 89.9 (#6/111); SWE-bench on par with Claude Opus 4.6; supports 300 parallel sub-agents. Needs 584GB+ RAM+VRAM for Q4 local — cloud/API recommended.

Provider

Moonshot AI

Parameters

32B active / 1T total (MoE)

Context

262.144K

Released

2026-04-20

VRAM Requirements by Quantization

MethodDisk SizeVRAM RequiredFits GPUs
BF16 (reference)1800 GB1900 GB0 GPUs
Q4_K_M (est.)540 GB584 GB0 GPUs

Benchmark Scores

mmlu88.5%
humaneval91%

Scores are approximate and may vary by quantization level.

HuggingFace

moonshotai/Kimi-K2.6

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