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M4 Max · 128 GB · 128 GB

128 GB unified · 546 GB/s · 96.0 GB addressable by the GPU
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Context length

KV cache at f16, 128K 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 M4 Max · 128 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 Q2_K and 128K. The ordering is editorial; the sizes and speeds are computed. How the shortlists work.

RecommendationModelWhyQuant · totalTok/s est.
Best overall Qwen3.8 27B New this week
Alibaba · Apache 2.0
Best capability per gigabyte: a current-generation dense 27B with vision and 262K context. Q2_K · 19.4 GB 28 Runs great
Best for coding Ling 3.0 Flash 124B-A5B New
inclusionAI · MIT
SWE-bench Pro 56.6 claimed at 5B active — the 128 GB-class coding pick if you cannot fit DeepSeek V4. Q2_K · 49.9 GB 72 Runs great
Best reasoning Ling 3.0 Flash 124B-A5B New
inclusionAI · MIT
AIME 93 claimed at 5B active; hybrid attention keeps long reasoning traces cheap. Q2_K · 49.9 GB 72 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. Q2_K · 68.1 GB 11 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. Q2_K · 19.4 GB 28 Runs great
Best for agents Ling 3.0 Flash 124B-A5B New
inclusionAI · MIT
Agentic workflows are what Ling 3.0 was trained for; MIT, 5B active. Q2_K · 49.9 GB 72 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. Q2_K · 19.4 GB 28 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. Q2_K · 17.1 GB 111 Runs great
Best long context Qwen3.8 27B New this week
Alibaba · Apache 2.0
262K native, and only 16 of 64 blocks keep a KV cache — long context is cheap here. Q2_K · 19.4 GB
at 128K context
28 Runs great

Everything that fits

Runs great

66 of 76 · fits with headroom for a longer prompt
ModelParamsQuantWeights +KV 128KTotal VRAM headroom Tok/sRuntime
Qwen3.5 122B-A10B 125B MoE / 10B act Q2_K 48.7 GB 3.00 GB 52.3 GB
43.7 GB free
37 MLX Run
Nemotron 3 Super 120B-A12B 124B MoE / 12B act Q2_K 48.4 GB 1.00 GB 50.0 GB
46.0 GB free
30 MLX Run
Ling 3.0 Flash 124B-A5B New 124B MoE / 5.1B act Q2_K 48.4 GB 0.98 GB 49.9 GB
46.1 GB free
72 MLX Run
Mistral Small 4 119B-A6B 119B MoE / 6.5B act Q2_K 46.4 GB 2.81 GB 49.8 GB
46.2 GB free
56 MLX Run
gpt-oss 120B 117B MoE / 5.1B act MXFP4 60.5 GB 4.50 GB 65.6 GB
30.4 GB free
54 MLX Run
Llama 4 Scout 109B-A17B 109B MoE / 17B act Q2_K 42.5 GB 7.13 GB 50.2 GB
45.8 GB free
21 MLX Run
Llama 3.3 70B Instruct 70.6B Q2_K 27.5 GB 40.00 GB 68.1 GB
27.9 GB free
11 MLX Run
DeepSeek-R1-Distill-Llama 70B 70.6B Q2_K 27.5 GB 40.00 GB 68.1 GB
27.9 GB free
11 MLX Run
Qwen3.6 35B-A3B 35.9B MoE / 3.3B act Q2_K 14.0 GB 2.50 GB 17.1 GB
78.9 GB free
111 MLX Run
Ornith 1.5 35B-A3B New this week 35.9B MoE / 3.3B act Q2_K 14.0 GB 2.50 GB 17.1 GB
78.9 GB free
111 MLX Run
LLM-jp 4 33B Thinking New this week 33.2B Q2_K 12.9 GB 16.00 GB 29.5 GB
66.5 GB free
24 MLX Run
Qwen3 32B 32.8B Q2_K 12.8 GB 32.00 GB 45.4 GB
50.6 GB free
24 MLX Run
DeepSeek-R1-Distill-Qwen 32B 32.8B Q2_K 12.8 GB 32.00 GB 45.4 GB
50.6 GB free
24 MLX Run
Qwen2.5-Coder 32B 32.8B Q2_K 12.8 GB 32.00 GB 45.4 GB
50.6 GB free
24 MLX Run
Olmo 3.1 32B Instruct 32.2B Q2_K 12.6 GB 4.75 GB 17.9 GB
78.1 GB free
24 MLX Run
Nemotron 3.5 Lightning 30B-A3B New 31.6B MoE / 3.2B act Q2_K 12.3 GB 0.75 GB 13.7 GB
82.3 GB free
114 MLX Run
Gemma 4 31B 31.3B Q2_K 12.2 GB 20.78 GB 33.6 GB
62.4 GB free
25 MLX Run
GLM-4.7-Flash 30B-A3B 31.2B MoE / 3B act Q2_K 12.2 GB 6.61 GB 19.4 GB
76.6 GB free
122 MLX Run
Qwen3 30B-A3B 30.5B MoE / 3.3B act Q2_K 11.9 GB 12.00 GB 24.5 GB
71.5 GB free
111 MLX Run
Qwen3 Coder 30B-A3B 30.5B MoE / 3.3B act Q2_K 11.9 GB 12.00 GB 24.5 GB
71.5 GB free
111 MLX Run
Muse Glimmer 30B New 29.8B Q2_K 11.6 GB 1.70 GB 13.9 GB
82.1 GB free
26 MLX Run
Granite 4.1 30B 28.9B Q2_K 11.3 GB 32.00 GB 43.9 GB
52.1 GB free
27 MLX Run
Qwen3.8 27B New this week 27.8B Q2_K 10.8 GB 8.00 GB 19.4 GB
76.6 GB free
28 MLX Run
Qwen3.6 27B 27.8B Q2_K 10.8 GB 8.00 GB 19.4 GB
76.6 GB free
28 MLX Run
Gemma 3 27B 27.4B Q2_K 10.7 GB 10.41 GB 21.7 GB
74.3 GB free
29 MLX Run
Gemma 4 26B-A4B 26.5B MoE / 3.8B act Q2_K 10.3 GB 5.20 GB 16.1 GB
79.9 GB free
96 MLX Run
Devstral Small 2 24B 24B Q2_K 9.4 GB 20.00 GB 30.0 GB
66.0 GB free
33 MLX Run
Mistral Small 3.2 24B 23.6B Q2_K 9.2 GB 20.00 GB 29.8 GB
66.2 GB free
33 MLX Run
gpt-oss 20B 20.9B MoE / 3.6B act MXFP4 10.8 GB 3.00 GB 14.4 GB
81.6 GB free
76 MLX Run
Qwen3 14B 14.8B Q2_K 5.8 GB 20.00 GB 26.4 GB
69.6 GB free
53 MLX Run
DeepSeek-R1-Distill-Qwen 14B 14.8B Q2_K 5.8 GB 24.00 GB 30.4 GB
65.6 GB free
53 MLX Run
Qwen2.5-Coder 14B 14.8B Q2_K 5.8 GB 24.00 GB 30.4 GB
65.6 GB free
53 MLX Run
Phi-4 14B 14.7B Q2_K 5.7 GB 3.13 GB 9.5 GB
86.5 GB free
53 MLX Run
Ministral 3 14B 13.9B Q2_K 5.4 GB 20.00 GB 26.0 GB
70.0 GB free
56 MLX Run
Gemma 3 12B 12.2B Q2_K 4.8 GB 8.31 GB 13.7 GB
82.3 GB free
64 MLX Run
Mistral NeMo 12B 12.2B Q2_K 4.8 GB 20.00 GB 25.4 GB
70.6 GB free
64 MLX Run
Gemma 4 12B 12B Q2_K 4.7 GB 8.31 GB 13.6 GB
82.4 GB free
65 MLX Run
Qwen3.5 9B 9.65B Q2_K 3.8 GB 4.00 GB 8.4 GB
87.6 GB free
81 MLX Run
Ornith 1.5 9B New this week 9.41B Q2_K 3.7 GB 4.00 GB 8.3 GB
87.7 GB free
83 MLX Run
Ministral 3 8B 8.92B Q2_K 3.5 GB 17.00 GB 21.1 GB
74.9 GB free
88 MLX Run
Granite 4.1 8B 8.79B Q2_K 3.4 GB 20.00 GB 24.0 GB
72.0 GB free
89 MLX Run
LFM2.5 8B-A1B 8.47B MoE / 1.5B act Q2_K 3.3 GB 1.46 GB 5.4 GB
90.6 GB free
243 MLX Run
Fara 7B 8.29B Q2_K 3.2 GB 6.84 GB 10.7 GB
85.3 GB free
94 MLX Run
Qwen3 8B 8.19B Q2_K 3.2 GB 18.00 GB 21.8 GB
74.2 GB free
96 MLX Run
Llama 3.1 8B Instruct 8.03B Q2_K 3.1 GB 16.00 GB 19.7 GB
76.3 GB free
97 MLX Run
Gemma 4 E4B 8.0B Q2_K 3.1 GB 1.78 GB 5.5 GB
90.5 GB free
98 MLX Run
Ling 3.0 Tiny 7.9B-A1.3B New 7.9B MoE / 1.3B act Q2_K 3.1 GB 0.84 GB 4.5 GB
91.5 GB free
281 MLX Run
DeepSeek-R1-Distill-Qwen 7B 7.62B Q2_K 3.0 GB 7.00 GB 10.6 GB
85.4 GB free
103 MLX Run
Qwen2.5-Coder 7B 7.62B Q2_K 3.0 GB 7.00 GB 10.6 GB
85.4 GB free
103 MLX Run
Olmo 3 7B Instruct 7.3B Q2_K 2.8 GB 9.50 GB 12.9 GB
83.1 GB free
107 MLX Run
Mistral 7B Instruct v0.3 7.25B Q2_K 2.8 GB 4.00 GB 7.4 GB
88.6 GB free
108 MLX Run
Gemma 4 E2B 5.1B Q2_K 2.0 GB 0.89 GB 3.5 GB
92.5 GB free
153 MLX Run
Qwen3.5 4B 4.66B Q2_K 1.8 GB 4.00 GB 6.4 GB
89.6 GB free
168 MLX Run
Gemma 3 4B 4.3B Q2_K 1.7 GB 3.11 GB 5.4 GB
90.6 GB free
182 MLX Run
Qwen3 4B 4.02B Q2_K 1.6 GB 4.50 GB 6.7 GB
89.3 GB free
195 MLX Run
Ministral 3 3B 3.85B Q2_K 1.5 GB 13.00 GB 15.1 GB
80.9 GB free
203 MLX Run
Phi-4-mini 3.8B 3.84B Q2_K 1.5 GB 16.00 GB 18.1 GB
77.9 GB free
204 MLX Run
Granite 4.1 3B 3.4B Q2_K 1.3 GB 10.00 GB 11.9 GB
84.1 GB free
230 MLX Run
Llama 3.2 3B Instruct 3.21B Q2_K 1.3 GB 14.00 GB 15.9 GB
80.1 GB free
244 MLX Run
LFM2.5 2.6B New 2.7B Q2_K 1.1 GB 2.00 GB 3.7 GB
92.3 GB free
290 MLX Run
Qwen3.5 2B 2.27B Q2_K 0.9 GB 1.50 GB 3.0 GB
93.0 GB free
345 MLX Run
Qwen3 1.7B 1.72B Q2_K 0.7 GB 3.50 GB 4.8 GB
91.2 GB free
455 MLX Run
Llama 3.2 1B Instruct 1.24B Q2_K 0.5 GB 4.00 GB 5.1 GB
90.9 GB free
631 MLX Run
Gemma 3 1B 1.0B Q2_K 0.4 GB 0.14 GB 1.1 GB
94.9 GB free
782 MLX Run
Qwen3.5 0.8B 0.87B Q2_K 0.3 GB 1.50 GB 2.4 GB
93.6 GB free
899 MLX Run
Qwen3 0.6B 0.6B Q2_K 0.2 GB 3.50 GB 4.3 GB
91.7 GB free
1304 MLX Run

Won't fit in VRAM

10 models · some are possible with CPU offload
ModelParamsQuantWeights +KV 128KTotal Over budget Tok/sRuntime
Kimi K3 2.8T-A104B New 2780B MoE / 104B act Q2_K 1084.2 GB 3.38 GB 1088.2 GB +992.2 GB ~3.5 MLX Why
Qwen3.8 2.4T-A95B New 2446B MoE / 95B act Q2_K 953.9 GB 11.50 GB 966.0 GB +870.0 GB ~3.8 MLX Why
DeepSeek V4 Pro 1.6T-A49B New 1650B MoE / 49B act Q2_K 643.5 GB 8.58 GB 652.7 GB +556.7 GB ~7.5 MLX Why
Kimi K2.6 1T-A32B 1027B MoE / 32B act Q2_K 400.5 GB 8.58 GB 409.7 GB +313.7 GB ~11 MLX Why
GLM-5.2 744B-A40B 753B MoE / 40B act Q2_K 293.7 GB 10.97 GB 305.2 GB +209.2 GB ~9.1 MLX Why
DeepSeek-R1 671B 671B MoE / 37B act Q2_K 261.7 GB 8.58 GB 270.9 GB +174.9 GB ~9.9 MLX Why
Qwen3.5 397B-A17B 403B MoE / 17B act Q2_K 157.2 GB 3.75 GB 161.5 GB +65.5 GB ~21 MLX Why
Ornith 1.5 397B-A17B New this week 397B MoE / 17B act Q2_K 154.8 GB 3.75 GB 159.2 GB +63.2 GB ~21 MLX Why
DeepSeek V4 Flash 284B-A13B New 284B MoE / 13B act Q2_K 110.8 GB 6.05 GB 117.4 GB +21.4 GB ~28 MLX Why
Qwen3 235B-A22B 235B MoE / 22B act Q2_K 91.6 GB 23.50 GB 115.7 GB +19.7 GB ~17 MLX Why

Totals = quantised weights + f16 KV cache at 128K tokens + 0.6 GB runtime overhead, against 96.0 GB usable unified memory. Tokens per second are estimated from 546 GB/s peak memory bandwidth at batch 1 — not measured. Read the method.