How we got this number
Each generated token reads the active part of the model from memory once: 2.1 GB. The Mac mini M4 (16GB) moves 120 GB/s, so the ceiling is 57 tokens/sec. Real machines reach a fraction of that ceiling; we use 80%, calibrated against a measured Mac run. Send us your real numbers and we'll replace the estimate.
Faster machines for Qwen3.5 35B (A3B)
Other models on the Mac mini M4 (16GB)
| lfm 2.5 8B (A1B) | Fast | 78 tok/s |
| Llama 3.1 8B | Comfortable | 20 tok/s |
| Qwen 7B | Comfortable | 20 tok/s |
| dolPhin 3 8B | Comfortable | 20 tok/s |
| Gemma 7B | Comfortable | 19 tok/s |
| codeGemma 7B | Comfortable | 19 tok/s |