Your rig

M3 Ultra · 256 GB · 256 GB

256 GB unified · 800 GB/s · 192.0 GB addressable by the GPU
Edit hardware Export as JSON

Context length

KV cache at f16, 8K tokens

Quality floor
Q8_0 — near-lossless Q6_K Q5_K_M Q4_K_M — recommended Q3_K_M Q2_K — damaged
KV cache type
Runtime
Ollamallama.cppLM StudioMLX

4 of 5 runtimes drive this device.

Allow CPU offload Include partial-offload fits

Offloaded layers run at 60 GB/s host bandwidth — expect single-digit tokens per second.

Which one should I actually run?

Best models for your M3 Ultra · 256 GB

Updated 21 Aug 2026 5 new this week, 14 this month

What do you want to do? Each row is the best-ranked model on that use case's shortlist that fits at Q3_K_M and 8K. The ordering is editorial; the sizes and speeds are computed. How the shortlists work.

RecommendationModelWhyQuant · totalTok/s est.
Best overall DeepSeek V4 Flash 284B-A13B New
DeepSeek · MIT
Frontier-adjacent at 13B active; the largest model a 128–192 GB machine runs at a useful speed. Q3_K_M · 130.3 GB 35 Runs great
Best for coding DeepSeek V4 Flash 284B-A13B New
DeepSeek · MIT
Frontier coding at 13B active for 128 GB+ machines. Q3_K_M · 130.3 GB 35 Runs great
Best reasoning DeepSeek V4 Flash 284B-A13B New
DeepSeek · MIT
Most of V4 Pro's reasoning at 13B active. Q3_K_M · 130.3 GB 35 Runs great
Best for writing Llama 3.3 70B Instruct
Meta · Llama 3.3 Community
The creative-writing favourite: consistent voice, takes direction, handles fiction framing. Q3_K_M · 35.2 GB 14 Runs great
Best vision Qwen3.8 27B New this week
Alibaba · Apache 2.0
Image and video in, OSWorld 84 — the strongest local vision-language model at 24 GB. Q3_K_M · 13.8 GB 35 Runs great
Best for agents DeepSeek V4 Flash 284B-A13B New
DeepSeek · MIT
Long agent trajectories at 13B active. Q3_K_M · 130.3 GB 35 Runs great
Best translation Qwen3.8 27B New this week
Alibaba · Apache 2.0
119 languages, and Qwen translations read as idiomatic rather than literal. Q3_K_M · 13.8 GB 35 Runs great
Fastest good model Qwen3.6 35B-A3B
Alibaba · Apache 2.0
3.3B active per token: the fastest model that still competes with dense 27Bs. Q3_K_M · 17.1 GB 139 Runs great
Best long context DeepSeek V4 Flash 284B-A13B New
DeepSeek · MIT
A 1M-token window with a compressed latent cache. Q3_K_M · 135.9 GB
at 128K context
35 Runs great

Everything that fits

Runs great

68 of 76 · fits with headroom for a longer prompt
ModelParamsQuantWeights +KV 8KTotal VRAM headroom Tok/sRuntime
DeepSeek V4 Flash 284B-A13B New 284B MoE / 13B act Q3_K_M 129.3 GB 0.38 GB 130.3 GB
61.7 GB free
35 MLX Run
Qwen3 235B-A22B 235B MoE / 22B act Q3_K_M 107.0 GB 1.47 GB 109.0 GB
83.0 GB free
21 MLX Run
Qwen3.5 122B-A10B 125B MoE / 10B act Q3_K_M 56.9 GB 0.19 GB 57.7 GB
134.3 GB free
46 MLX Run
Nemotron 3 Super 120B-A12B 124B MoE / 12B act Q3_K_M 56.4 GB 0.06 GB 57.1 GB
134.9 GB free
38 MLX Run
Ling 3.0 Flash 124B-A5B New 124B MoE / 5.1B act Q3_K_M 56.4 GB 0.06 GB 57.1 GB
134.9 GB free
90 MLX Run
Mistral Small 4 119B-A6B 119B MoE / 6.5B act Q3_K_M 54.2 GB 0.18 GB 54.9 GB
137.1 GB free
71 MLX Run
gpt-oss 120B 117B MoE / 5.1B act MXFP4 60.5 GB 0.29 GB 61.4 GB
130.6 GB free
79 MLX Run
Llama 4 Scout 109B-A17B 109B MoE / 17B act Q3_K_M 49.6 GB 1.50 GB 51.7 GB
140.3 GB free
27 MLX Run
Llama 3.3 70B Instruct 70.6B Q3_K_M 32.1 GB 2.50 GB 35.2 GB
156.8 GB free
14 MLX Run
DeepSeek-R1-Distill-Llama 70B 70.6B Q3_K_M 32.1 GB 2.50 GB 35.2 GB
156.8 GB free
14 MLX Run
Qwen3.6 35B-A3B 35.9B MoE / 3.3B act Q3_K_M 16.3 GB 0.16 GB 17.1 GB
174.9 GB free
139 MLX Run
Ornith 1.5 35B-A3B New this week 35.9B MoE / 3.3B act Q3_K_M 16.3 GB 0.16 GB 17.1 GB
174.9 GB free
139 MLX Run
LLM-jp 4 33B Thinking New this week 33.2B Q3_K_M 15.1 GB 2.00 GB 17.7 GB
174.3 GB free
30 MLX Run
Qwen3 32B 32.8B Q3_K_M 14.9 GB 2.00 GB 17.5 GB
174.5 GB free
30 MLX Run
DeepSeek-R1-Distill-Qwen 32B 32.8B Q3_K_M 14.9 GB 2.00 GB 17.5 GB
174.5 GB free
30 MLX Run
Qwen2.5-Coder 32B 32.8B Q3_K_M 14.9 GB 2.00 GB 17.5 GB
174.5 GB free
30 MLX Run
Olmo 3.1 32B Instruct 32.2B Q3_K_M 14.7 GB 1.25 GB 16.5 GB
175.5 GB free
30 MLX Run
Nemotron 3.5 Lightning 30B-A3B New 31.6B MoE / 3.2B act Q3_K_M 14.4 GB 0.05 GB 15.0 GB
177.0 GB free
143 MLX Run
Gemma 4 31B 31.3B Q3_K_M 14.2 GB 2.03 GB 16.9 GB
175.1 GB free
31 MLX Run
GLM-4.7-Flash 30B-A3B 31.2B MoE / 3B act Q3_K_M 14.2 GB 0.41 GB 15.2 GB
176.8 GB free
153 MLX Run
Qwen3 30B-A3B 30.5B MoE / 3.3B act Q3_K_M 13.9 GB 0.75 GB 15.2 GB
176.8 GB free
139 MLX Run
Qwen3 Coder 30B-A3B 30.5B MoE / 3.3B act Q3_K_M 13.9 GB 0.75 GB 15.2 GB
176.8 GB free
139 MLX Run
Muse Glimmer 30B New 29.8B Q3_K_M 13.6 GB 0.18 GB 14.3 GB
177.7 GB free
33 MLX Run
Granite 4.1 30B 28.9B Q3_K_M 13.2 GB 2.00 GB 15.8 GB
176.2 GB free
34 MLX Run
Qwen3.8 27B New this week 27.8B Q3_K_M 12.7 GB 0.50 GB 13.8 GB
178.2 GB free
35 MLX Run
Qwen3.6 27B 27.8B Q3_K_M 12.7 GB 0.50 GB 13.8 GB
178.2 GB free
35 MLX Run
Gemma 3 27B 27.4B Q3_K_M 12.5 GB 1.03 GB 14.1 GB
177.9 GB free
36 MLX Run
Gemma 4 26B-A4B 26.5B MoE / 3.8B act Q3_K_M 12.1 GB 0.51 GB 13.2 GB
178.8 GB free
121 MLX Run
Devstral Small 2 24B 24B Q3_K_M 10.9 GB 1.25 GB 12.8 GB
179.2 GB free
41 MLX Run
Mistral Small 3.2 24B 23.6B Q3_K_M 10.7 GB 1.25 GB 12.6 GB
179.4 GB free
42 MLX Run
gpt-oss 20B 20.9B MoE / 3.6B act MXFP4 10.8 GB 0.19 GB 11.6 GB
180.4 GB free
112 MLX Run
Qwen3 14B 14.8B Q3_K_M 6.7 GB 1.25 GB 8.6 GB
183.4 GB free
66 MLX Run
DeepSeek-R1-Distill-Qwen 14B 14.8B Q3_K_M 6.7 GB 1.50 GB 8.8 GB
183.2 GB free
66 MLX Run
Qwen2.5-Coder 14B 14.8B Q3_K_M 6.7 GB 1.50 GB 8.8 GB
183.2 GB free
66 MLX Run
Phi-4 14B 14.7B Q3_K_M 6.7 GB 1.56 GB 8.9 GB
183.1 GB free
67 MLX Run
Ministral 3 14B 13.9B Q3_K_M 6.3 GB 1.25 GB 8.2 GB
183.8 GB free
71 MLX Run
Gemma 3 12B 12.2B Q3_K_M 5.6 GB 0.81 GB 7.0 GB
185.0 GB free
80 MLX Run
Mistral NeMo 12B 12.2B Q3_K_M 5.6 GB 1.25 GB 7.4 GB
184.6 GB free
80 MLX Run
Gemma 4 12B 12B Q3_K_M 5.5 GB 0.81 GB 6.9 GB
185.1 GB free
82 MLX Run
Qwen3.5 9B 9.65B Q3_K_M 4.4 GB 0.25 GB 5.2 GB
186.8 GB free
102 MLX Run
Ornith 1.5 9B New this week 9.41B Q3_K_M 4.3 GB 0.25 GB 5.1 GB
186.9 GB free
104 MLX Run
Ministral 3 8B 8.92B Q3_K_M 4.1 GB 1.06 GB 5.7 GB
186.3 GB free
110 MLX Run
Granite 4.1 8B 8.79B Q3_K_M 4.0 GB 1.25 GB 5.9 GB
186.1 GB free
112 MLX Run
LFM2.5 8B-A1B 8.47B MoE / 1.5B act Q3_K_M 3.9 GB 0.09 GB 4.5 GB
187.5 GB free
306 MLX Run
Fara 7B 8.29B Q3_K_M 3.8 GB 0.44 GB 4.8 GB
187.2 GB free
118 MLX Run
Qwen3 8B 8.19B Q3_K_M 3.7 GB 1.13 GB 5.5 GB
186.5 GB free
120 MLX Run
Llama 3.1 8B Instruct 8.03B Q3_K_M 3.7 GB 1.00 GB 5.3 GB
186.7 GB free
122 MLX Run
Gemma 4 E4B 8.0B Q3_K_M 3.6 GB 0.14 GB 4.4 GB
187.6 GB free
123 MLX Run
Ling 3.0 Tiny 7.9B-A1.3B New 7.9B MoE / 1.3B act Q3_K_M 3.6 GB 0.05 GB 4.2 GB
187.8 GB free
353 MLX Run
DeepSeek-R1-Distill-Qwen 7B 7.62B Q3_K_M 3.5 GB 0.44 GB 4.5 GB
187.5 GB free
129 MLX Run
Qwen2.5-Coder 7B 7.62B Q3_K_M 3.5 GB 0.44 GB 4.5 GB
187.5 GB free
129 MLX Run
Olmo 3 7B Instruct 7.3B Q3_K_M 3.3 GB 2.50 GB 6.4 GB
185.6 GB free
135 MLX Run
Mistral 7B Instruct v0.3 7.25B Q3_K_M 3.3 GB 1.00 GB 4.9 GB
187.1 GB free
135 MLX Run
Gemma 4 E2B 5.1B Q3_K_M 2.3 GB 0.07 GB 3.0 GB
189.0 GB free
193 MLX Run
Qwen3.5 4B 4.66B Q3_K_M 2.1 GB 0.25 GB 3.0 GB
189.0 GB free
211 MLX Run
Gemma 3 4B 4.3B Q3_K_M 2.0 GB 0.30 GB 2.9 GB
189.1 GB free
228 MLX Run
Qwen3 4B 4.02B Q3_K_M 1.8 GB 1.13 GB 3.6 GB
188.4 GB free
244 MLX Run
Ministral 3 3B 3.85B Q3_K_M 1.8 GB 0.81 GB 3.2 GB
188.8 GB free
255 MLX Run
Phi-4-mini 3.8B 3.84B Q3_K_M 1.7 GB 1.00 GB 3.3 GB
188.7 GB free
256 MLX Run
Granite 4.1 3B 3.4B Q3_K_M 1.5 GB 0.63 GB 2.8 GB
189.2 GB free
289 MLX Run
Llama 3.2 3B Instruct 3.21B Q3_K_M 1.5 GB 0.88 GB 2.9 GB
189.1 GB free
306 MLX Run
LFM2.5 2.6B New 2.7B Q3_K_M 1.2 GB 0.13 GB 2.0 GB
190.0 GB free
364 MLX Run
Qwen3.5 2B 2.27B Q3_K_M 1.0 GB 0.09 GB 1.7 GB
190.3 GB free
433 MLX Run
Qwen3 1.7B 1.72B Q3_K_M 0.8 GB 0.88 GB 2.3 GB
189.7 GB free
571 MLX Run
Llama 3.2 1B Instruct 1.24B Q3_K_M 0.6 GB 0.25 GB 1.4 GB
190.6 GB free
792 MLX Run
Gemma 3 1B 1.0B Q3_K_M 0.5 GB 0.04 GB 1.1 GB
190.9 GB free
982 MLX Run
Qwen3.5 0.8B 0.87B Q3_K_M 0.4 GB 0.09 GB 1.1 GB
190.9 GB free
1129 MLX Run
Qwen3 0.6B 0.6B Q3_K_M 0.3 GB 0.88 GB 1.7 GB
190.3 GB free
1637 MLX Run

Runs — tight

2 models · fits at 8K, drop context or quant to go longer
ModelParamsQuantWeights +KV 8KTotal VRAM headroom Tok/sRuntime
Qwen3.5 397B-A17B 403B MoE / 17B act Q3_K_M 183.4 GB 0.23 GB 184.3 GB
7.7 GB free
27 MLX Run
Ornith 1.5 397B-A17B New this week 397B MoE / 17B act Q3_K_M 180.7 GB 0.23 GB 181.5 GB
10.5 GB free
27 MLX Run

Won't fit in VRAM

6 models · some are possible with CPU offload
ModelParamsQuantWeights +KV 8KTotal Over budget Tok/sRuntime
Kimi K3 2.8T-A104B New 2780B MoE / 104B act Q3_K_M 1265.4 GB 0.21 GB 1266.2 GB +1074.2 GB ~4.4 MLX Why
Qwen3.8 2.4T-A95B New 2446B MoE / 95B act Q3_K_M 1113.4 GB 0.72 GB 1114.7 GB +922.7 GB ~4.8 MLX Why
DeepSeek V4 Pro 1.6T-A49B New 1650B MoE / 49B act Q3_K_M 751.1 GB 0.54 GB 752.2 GB +560.2 GB ~9.4 MLX Why
Kimi K2.6 1T-A32B 1027B MoE / 32B act Q3_K_M 467.5 GB 0.54 GB 468.6 GB +276.6 GB ~14 MLX Why
GLM-5.2 744B-A40B 753B MoE / 40B act Q3_K_M 342.8 GB 0.69 GB 344.0 GB +152.0 GB ~11 MLX Why
DeepSeek-R1 671B 671B MoE / 37B act Q3_K_M 305.4 GB 0.54 GB 306.6 GB +114.6 GB ~12 MLX Why

Totals = quantised weights + f16 KV cache at 8K tokens + 0.6 GB runtime overhead, against 192.0 GB usable unified memory. Tokens per second are estimated from 800 GB/s peak memory bandwidth at batch 1 — not measured. Read the method.