What can MacBook Pro 16" M4 Max run?

Build: MacBook Pro M4 Max 64GB

Memory: 64 GB unified memory
Runner: MLX-LM (Apple Metal)

Runs comfortably
245 models

Full-VRAM resident, with room for context. No compromises.

#1Qwen 3 0.6B
0.6B
qwen
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 1.1 GBHeadroom: 54.9 GB
829
tok/s
Estimated
Weights
0.30 GB
KV cache
0.30 GB
Activations
0.02 GB
Runtime
0.50 GB
#2Llama 3.1 8B Instruct
8B
llama
Commercial OK
Quant: FP16Context: 8,192VRAM: 18.5 GBHeadroom: 37.5 GB
ollama run llama3.1:8b
19
tok/s
Estimated
Weights
16.10 GB
KV cache
1.07 GB
Activations
0.81 GB
Runtime
0.50 GB
#3Qwen 3 30B-A3B
30B
qwen
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 49.1 GBHeadroom: 6.9 GB
ollama run qwen3:30b
9
tok/s
Estimated
Weights
32.00 GB
KV cache
15.00 GB
Activations
1.61 GB
Runtime
0.50 GB
#4Qwen 2.5 Coder 32B Instruct
32B
qwen
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 38.4 GBHeadroom: 17.6 GB
ollama run qwen2.5-coder:32b
9
tok/s
Estimated
Weights
34.00 GB
KV cache
2.15 GB
Activations
1.71 GB
Runtime
0.50 GB
#5Qwen3.6 27B
27B
qwen
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 31.9 GBHeadroom: 24.1 GB
ollama run qwen3.6:27b
18
tok/s
Estimated
Weights
17.00 GB
KV cache
13.50 GB
Activations
0.86 GB
Runtime
0.50 GB
#6Gemma 4 31B Dense
31B
gemma
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 50.7 GBHeadroom: 5.3 GB
ollama run gemma4:31b
9
tok/s
Estimated
Weights
33.00 GB
KV cache
15.50 GB
Activations
1.66 GB
Runtime
0.50 GB
#7Qwen 3 8B
8B
qwen
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 13.1 GBHeadroom: 42.9 GB
ollama run qwen3:8b
35
tok/s
Estimated
Weights
8.20 GB
KV cache
4.00 GB
Activations
0.42 GB
Runtime
0.50 GB
#8Gemma 4 12B
12B
gemma
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 14.5 GBHeadroom: 41.5 GB
ollama run gemma4:12b
41
tok/s
Estimated
Weights
7.60 GB
KV cache
6.00 GB
Activations
0.39 GB
Runtime
0.50 GB
#9Qwen3.5 9B
9B
qwen
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 11.9 GBHeadroom: 44.1 GB
ollama run qwen3.5:9b
55
tok/s
Estimated
Weights
6.60 GB
KV cache
4.50 GB
Activations
0.34 GB
Runtime
0.50 GB
#10Qwen3 Coder 30B-A3B
30B
qwen
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 35.5 GBHeadroom: 20.5 GB
ollama run qwen3-coder:30b
17
tok/s
Estimated
Weights
19.00 GB
KV cache
15.00 GB
Activations
0.96 GB
Runtime
0.50 GB
#11DeepSeek R1 Distill Llama 70B
70B
deepseek
Commercial OK
Quant: Q4_K_MContext: 2,048VRAM: 51.3 GBHeadroom: 4.7 GB
ollama run deepseek-r1:70b
7
tok/s
Estimated
Weights
40.00 GB
KV cache
8.75 GB
Activations
2.00 GB
Runtime
0.50 GB
#12Qwen3.6 35B-A3B
35B
qwen
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 43.2 GBHeadroom: 12.8 GB
ollama run qwen3.6:35b-a3b
14
tok/s
Estimated
Weights
24.00 GB
KV cache
17.50 GB
Activations
1.21 GB
Runtime
0.50 GB

Runs with tradeoffs
11 models

Tight VRAM, partial CPU offload, or context-limited.

Llama 3.3 70B Instruct
70B
llama
Commercial OK
Quant: Q5_K_MContext: 8,192VRAM: 52.5 GBHeadroom: 3.5 GB
  • Tight VRAM fit — only 3.5 GB headroom left for context growth
ollama run llama3.3:70b
6
tok/s
Estimated
Weights
47.00 GB
KV cache
2.68 GB
Activations
2.36 GB
Runtime
0.50 GB
Qwen 3 32B
32B
qwen
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 52.2 GBHeadroom: 3.8 GB
  • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run qwen3:32b
9
tok/s
Estimated
Weights
34.00 GB
KV cache
16.00 GB
Activations
1.71 GB
Runtime
0.50 GB
DeepSeek R1 Distill Qwen 32B
32B
deepseek
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 52.2 GBHeadroom: 3.8 GB
  • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run deepseek-r1:32b
9
tok/s
Estimated
Weights
34.00 GB
KV cache
16.00 GB
Activations
1.71 GB
Runtime
0.50 GB
Qwen 2.5 32B Instruct
32B
qwen
Commercial OK
Quant: Q8_0Context: 8,192VRAM: 52.2 GBHeadroom: 3.8 GB
  • Tight VRAM fit — only 3.8 GB headroom left for context growth
ollama run qwen2.5:32b
9
tok/s
Estimated
Weights
34.00 GB
KV cache
16.00 GB
Activations
1.71 GB
Runtime
0.50 GB
Qwen 2.5 72B Instruct
72B
qwen
Commercial OK
Quant: Q4_K_MContext: 2,048VRAM: 52.6 GBHeadroom: 3.4 GB
  • Tight VRAM fit — only 3.4 GB headroom left for context growth
ollama run qwen2.5:72b
7
tok/s
Estimated
Weights
41.00 GB
KV cache
9.00 GB
Activations
2.05 GB
Runtime
0.50 GB
Mixtral 8x7B Instruct
47B
mixtral
Commercial OK
Quant: Q4_K_MContext: 8,192VRAM: 53.4 GBHeadroom: 2.6 GB
  • Tight VRAM fit — only 2.6 GB headroom left for context growth
ollama run mixtral:8x7b
11
tok/s
Estimated
Weights
28.00 GB
KV cache
23.50 GB
Activations
1.41 GB
Runtime
0.50 GB
OpenBioLLM Llama 3 70B
70B
openbiollm
Commercial OK
Quant: Q4_K_MContext: 2,048VRAM: 53.4 GBHeadroom: 2.6 GB
  • Tight VRAM fit — only 2.6 GB headroom left for context growth
7
tok/s
Estimated
Weights
42.00 GB
KV cache
8.75 GB
Activations
2.10 GB
Runtime
0.50 GB
Molmo 72B
72B
other
Commercial OK
Quant: Q4_K_MContext: 2,048VRAM: 52.6 GBHeadroom: 3.4 GB
  • Tight VRAM fit — only 3.4 GB headroom left for context growth
7
tok/s
Estimated
Weights
41.00 GB
KV cache
9.00 GB
Activations
2.05 GB
Runtime
0.50 GB

What if you upgraded?

Hypothetical scenarios. We re-ran the compatibility engine for each.

Move up an Apple memory tier

~$200–400 over base

On Apple Silicon, more unified memory is the only path forward — VRAM and system RAM are the same pool.

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Won't run
top 5 popular models

Need more memory than you have. Shown for orientation.

DeepSeek V4 Pro (1.6T MoE)
1600B
deepseek
Commercial OK

Needs ~1024 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.

Qwen 3.5 235B-A17B (MoE)
397B
qwen
Commercial OK

Needs ~256 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.

Qwen 3 235B-A22B
235B
qwen
Commercial OK

Needs ~160 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.

DeepSeek R1 (671B reasoning)
671B
deepseek
Commercial OK

Needs ~420 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.

Llama 4 Scout
109B
llama
Commercial OK

Needs ~80 GB unified memory minimum at smallest quant; you have 56 GB available after OS overhead.

How to read these numbers

Measured here
Measured here - RunLocalAI ran this exact combo on owner hardware with public evidence.

Source-backed
Source-backed / community - a reproduced public source supports the speed, but it is not labeled as owner-measured.

Extrapolated
Extrapolated - predicted from a measured benchmark on similar-bandwidth hardware.

Estimated
Estimated - formula based on VRAM bandwidth and model architecture; not a benchmark row.

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