Can MacBook Pro M4 Max 36 GB run Mistral Small 3.2 (24B)?
36 GB unified · 410 GB/s memory bandwidth · Mistral Small 3.2 (24B) has 24B parameters.
Short answer
Yes, comfortable for chat; borderline for agentic coding.
Best quantization for chat: 5-bit (16 GB of weights) on LM Studio. Generation: 13–18 tok/s, leaving about 10 GB free for your other apps.
How it rates for each workload
Same model and machine, different jobs. Agents and long documents send far bigger prompts than chat, so they need much more speed and memory.
| Workload | Verdict | Quant | Generation | First reply | Context | |
|---|---|---|---|---|---|---|
| Chatwith Open WebUI | Comfortable | 5-bit | 13–18 tok/s | ≈4 s | 8K | Details |
| Coding questionswith Continue | Comfortable | 4-bit | 16–20 tok/s | ≈25 s | 16K | Details |
| Coding in a repositorywith Aider | Acceptable | 5-bit | 12–16 tok/s | ≈85 s | 32K | Details |
| Agentic codingwith OpenCode | Borderline | 5-bit | 11–15 tok/s | ≈2 min | 32K | Details |
| Long documents (64K)with Open WebUI | Acceptable | 4-bit | 10–14 tok/s | ≈7 min | 64K | Details |
Speeds are estimates calibrated against measured benchmarks on similar hardware. “First reply” is the time to read the workload’s opening prompt. How we calculate
Get it running
Copy-paste commands for the 4-bit build with a 64K context. Ollama and llama.cpp download the file straight from Hugging Face.
ollama run hf.co/unsloth/Mistral-Small-3.2-24B-Instruct-2506-GGUF:Q4_K_M
Downloads 14.33 GB (Q4_K_M). Ollama's default context is small: set OLLAMA_CONTEXT_LENGTH=65536 before `ollama serve` for long prompts.
Other models for MacBook Pro M4 Max 36 GB
The best-rated models for chat on this machine.
- Qwen3.6 35B-A3B100–130 tok/sExcellent
- Gemma 4 26B-A4B65–85 tok/sExcellent
- LFM2.5 24B-A2B140–180 tok/sExcellent
- Qwen3.5 35B-A3B100–130 tok/sExcellent
- gpt-oss-20b80–110 tok/sExcellent
- GLM-4.7-Flash (30B-A3B)95–130 tok/sExcellent
Cheapest machines for Mistral Small 3.2 (24B)
Hardware rated comfortable or better for chat, lowest price first.
- Mac mini M4 Pro 24 GB$1,399 · 12–16 tok/sComfortable
- Desktop PC · Intel Arc Pro B60 24GB · 32 GB RAM$1,500 · 10–17 tok/sComfortable
- Desktop PC · Radeon RX 7900 XT · 32 GB RAM$1,550 · 30–45 tok/sExcellent
- Ryzen AI Max+ 395 mini PC / Framework Desktop · 64 GB$1,600 · 11–15 tok/sComfortable
- Desktop PC · Intel Arc Pro B60 24GB · 64 GB RAM$1,628 · 10–17 tok/sComfortable
- Mac mini M5 Pro 24 GB$1,699 · 11–18 tok/sComfortable
Different tool, context size or workload?
These pages use typical settings. The full check models your exact setup.