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Kimi K3.1 Pro (Max)

moonshot · Kimi K3.1 Pro License · on Arena since 23 Oct 2026

Lab chat Download
Arena score5.3#14 of 58 in Agents, paid models included
Size2780.1 B104.8 B active per token (mixture of experts)
4-bit download1685 GBweights only, Q4_K_M
Max context1024Ktokens, from the model config

Where to use it for free

Arena scores

ArenaScoreRankVotes
Agents
5.3 agent score#14 of 5818K sessions

Rank among all models, paid ones included. Source: Arena leaderboard dataset. The agent score is on a different scale (×100, from real agent sessions) and cannot be compared with the other scores.

Speed on popular hardware

HardwareGPU memoryFits?Speed
RTX 3060 12 GB12 GBDoes not fit—
RTX 4060 Ti 16 GB16 GBDoes not fit—
RTX 309024 GBDoes not fit—
RTX 409024 GBDoes not fit—
RTX 509032 GBDoes not fit—
RX 7900 XTX24 GBDoes not fit—
2 × RTX 309048 GBDoes not fit—
4 × RTX 309096 GBDoes not fit—
Mac M4 Max 128 GB96 GBDoes not fit—
Ryzen AI Max+ 395 128 GB96 GBDoes not fit—
8 × H100 SXM640 GBDoes not fit—

Estimate at 4-bit with 32K context, 64 GB of DDR5 for offload. Speed ≈ memory bandwidth × 78% ÷ data read per token, plus a fixed cost per token, calibrated on 44 real llama.cpp tests; typical error about ±10%. Compare all GPUs.

GPU memory needed

Level8K context32K context128K contextQuality vs full
Q3_K_M1392 GB1394 GB1405 GB+4.7% noticeable loss
Q4_K_M1686 GB1689 GB1699 GB+1.2% very small loss
Q5_K_M1978 GB1981 GB1991 GB+0.4% near-lossless
Q6_K2281 GB2284 GB2294 GB+0.2% near-lossless
Q8_02955 GB2958 GB2968 GB≈ 0% same as full
F165562 GB5564 GB5575 GB≈ 0% same as full

Weights + context cache (from the model's architecture) + runtime. Quality: increase in perplexity against the full model, from llama.cpp tests, scaled by model size. Simulate your own setup.

Agents score over time

Kimi K3.1 Pro (Max) 5.3Best paid model

Arena score from 4 Jun 2026 to 4 Nov 2026.

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