Written by Jakub Rusinowski · Last updated September 6, 2026
Yes — comfortably
Yes, comfortably — Qwen3.8 27B at Q8_0 needs about 32.1 GB of the 96 GB usable on MacBook Pro 16" (M5 Max, 128 GB), leaving ~63.9 GB spare and running at ~10.7 tok/s (estimated), with room for about 262,144 tokens of context.
Confidence: medium · Recommended quantization: Q8_0 · Estimated speed: ~10.7 tok/s
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| Usable memory for models | 96 GB |
| Memory bandwidth | 614 GB/s |
| Form factor | Laptop |
| Operating system | macOS |
| Memory upgradeable | No — soldered |
| Quant | Memory needed | Fits 96 GB? | Max context | Est. speed | Download |
|---|---|---|---|---|---|
| F16 | 58.1 GB | ✓ Yes | 128K | ~5.9 tok/s | 55.6 GB |
| Q8_0 | 32.1 GB | ✓ Yes | 256K | ~10.7 tok/s | 29.5 GB |
| Q6_K | 25.3 GB | ✓ Yes | 256K | ~13.6 tok/s | 22.8 GB |
| Q5_K_M | 22.2 GB | ✓ Yes | 256K | ~15.6 tok/s | 19.7 GB |
| Q4_K_M | 19.3 GB | ✓ Yes | 256K | ~18 tok/s | 16.8 GB |
| Q3_K_M | 14.4 GB | ✓ Yes | 256K | ~24.5 tok/s | 11.8 GB |
| Q2_K | 11.7 GB | ✓ Yes | 256K | ~30.6 tok/s | 9.1 GB |
| Variant | Needs at Q4_K_M | Fits? | Est. speed |
|---|---|---|---|
| Qwen3.8-Max | 1457.5 GB | ✗ Too large | — |
| Qwen3.8 27B | 19.3 GB | ✓ Fits | ~18 tok/s |
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput
Yes, comfortably — Qwen3.8 27B at Q8_0 needs about 32.1 GB of the 96 GB usable on MacBook Pro 16" (M5 Max, 128 GB), leaving ~63.9 GB spare and running at ~10.7 tok/s (estimated), with room for about 262,144 tokens of context.
Q8_0 — it needs about 32.1 GB of the 96 GB available, downloads as roughly 29.5 GB, and runs at an estimated 10.7 tokens/sec with up to 256K of context.
Nothing binding — the model fits with headroom and generates at a usable speed on this hardware.
Ollama or LM Studio (Metal) — MLX for the fastest Apple-native throughput