Qwen 3.5 0.6B needs ~12.4 GB VRAM. MacBook Pro M4 Max 96GB has 69.1 GB. With Q4_K_M quantization, expect ~8 tok/s.
Operating mode
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
8.4 tok/s
TTFT
23048 ms
Safe context
131K
Memory
12.4 GB / 69.1 GB
This setup is broadly balanced for this model.
Shared-memory contention still exists
The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | C | Runs well | 8.4 tok/s | 12571 ms | 131K |
| Coding | C | Runs well | 8.4 tok/s | 23048 ms | 131K |
| Agentic Coding | C | Runs well | 8.4 tok/s | 33524 ms | 131K |
| Reasoning | C | Runs well | 8.4 tok/s | 27238 ms | 131K |
| RAG | C | Runs well | 8.4 tok/s | 41905 ms | 131K |
How Qwen 3.5 0.6B (0.6000000238418579B params) fits at each quantization level on MacBook Pro M4 Max 96GB (69.1 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 0.2 GB | Low | C44 |
Q3_K_S | 3 | 0.3 GB | Low | C44 |
NVFP4 | 4 |
Copy-paste commands to run Qwen 3.5 0.6B on your machine.
Run
ollama run qwen3.5:0.6bYes, MacBook Pro M4 Max 96GB can run Qwen 3.5 0.6B with a C grade (Runs well). Expected decode speed: 8.4 tok/s.
Qwen 3.5 0.6B (0.6000000238418579B parameters) requires approximately 12.4 GB of memory with Q4_K_M quantization.
The recommended quantization for Qwen 3.5 0.6B is Q4_K_M, which balances quality and memory efficiency.
On MacBook Pro M4 Max 96GB, Qwen 3.5 0.6B achieves approximately 8.4 tokens per second decode speed with a time-to-first-token of 23048ms using Q4_K_M quantization.
For coding workloads, Qwen 3.5 0.6B on MacBook Pro M4 Max 96GB receives a C grade with 8.4 tok/s and 131K context.
On MacBook Pro M4 Max 96GB, Qwen 3.5 0.6B can safely use up to 131K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.
Paste this snippet into any page to show a live fit card.
<iframe src="https://willitrunai.com/embed/qwen-3.5-0.6b-on-m4-max-96gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview:
0.3 GB |
| Medium |
| C44 |
Q4_K_M | 4 | 0.4 GB | Medium | C44 |
Q5_K_M | 5 | 0.4 GB | High | C44 |
Q6_K | 6 | 0.5 GB | High | C44 |
Q8_0 | 8 | 0.6 GB | Very High | C44 |
F16Best for your GPU | 16 | 1.2 GB | Maximum | C44 |
Not always. MacBook Pro M4 Max 96GB can often fit larger models thanks to unified memory, but a discrete GPU with dedicated high-bandwidth VRAM may still decode faster once the model fits. For this combination, the important distinction is capacity versus sustained throughput.