Memory
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Best for general use
Highest MMLU score among models that run well
- Qwen3.6 27B Q4_K_M 117K context · ~6 tok/s · MMLU 86.2
- Qwen3.5 27B Q4_K_M 137K context · ~6 tok/s · MMLU 86.1
- Qwen3.5 35B A3B Q4_K_M 184K context · ~36 tok/s · MMLU 85.3
Best for coding
Highest SWE-bench Verified score among models that run well
- Qwen3.8 27B Q4_K_M 142K context · ~6 tok/s · SWE-bench 86
- Ornith 1.5 35B A3B Q4_K_M 198K context · ~37 tok/s · SWE-bench 79
- Qwen3.6 27B Q4_K_M 117K context · ~6 tok/s · SWE-bench 77.2
Upgrade options
The cheapest GPUs with more VRAM than the M2, by launch MSRP.
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Every model on the M2 (24 GB)
112 of 200 model configurations can run on 24 GB — sorted by quality
100 models, each counted once by the best way it runs on your hardware.
Fastest good-quality model Qwen3.5 35B A3B ~36 tok/s · Q4_K_M · 184K context Runs well 65
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Q4_K_M Context 117K Speed ~6 tok/s
Q8_0 Doesn't fit · needs 28.1 GB
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Q4_K_M Context 137K Speed ~6 tok/s
Q8_0 Doesn't fit · needs 26.7 GB
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Q4_K_M Context 184K Speed ~36 tok/s
MoE — speed based on ~1.76 GB active experts (full 20.5 GB loaded in VRAM)
Q8_0 Doesn't fit · needs 34.4 GB
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Doesn't fit 32
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Q4_K_M Needs 409.3 GB — 385.3 GB over
Q8_0 Needs 713.4 GB — 689.4 GB over
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Q4_K_M Needs 48.4 GB — 24.4 GB over
Q8_0 Needs 84.8 GB — 60.8 GB over
GPUs that can run this
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Q4_K_M Needs 630.1 GB — 606.1 GB over
Q8_0 Needs 1090.1 GB — 1066.1 GB over