Can Mac mini M2 Pro 32 GB run LFM2.5 24B-A2B?
32 GB unified · 200 GB/s memory bandwidth · LFM2.5 24B-A2B has 24B parameters (2B active per token).
Short answer
Yes, excellent for chat and acceptable or better for every workload we test.
Best quantization for chat: Q4_K_M (14 GB of weights) on LM Studio. Generation: 75–100 tok/s, leaving about 9.8 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 | Excellent | Q4_K_M | 75–100 tok/s | under 1 s | 8K | Details |
| Coding questionswith Continue | Excellent | Q4_K_M | 70–95 tok/s | ≈4 s | 16K | Details |
| Coding in a repositorywith Aider | Acceptable | Q4_K_M | 60–80 tok/s | ≈15 s | 32K | Details |
| Agentic codingwith OpenCode | Acceptable | Q4_K_M | 55–75 tok/s | ≈20 s | 32K | Details |
| Long documents (64K)with Open WebUI | Excellent | Q4_K_M | 40–55 tok/s | ≈55 s | 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
Other models for Mac mini M2 Pro 32 GB
The best-rated models for chat on this machine.
- Qwen3.6 35B-A3B55–75 tok/sExcellent
- Gemma 4 26B-A4B45–60 tok/sExcellent
- gpt-oss-20b45–60 tok/sExcellent
- Qwen3.5 35B-A3B55–75 tok/sExcellent
- GLM-4.7-Flash (30B-A3B)50–70 tok/sExcellent
- Qwen3 30B-A3B Instruct 250745–60 tok/sExcellent
Cheapest machines for LFM2.5 24B-A2B
Hardware rated comfortable or better for chat, lowest price first.
- Mac mini M4 24 GB$999 · 45–60 tok/sComfortable
- Mac mini M6 24 GB$1,299 · 50–85 tok/sComfortable
- Laptop · Ryzen AI 9 HX 370 (Radeon 890M) · 32 GB$1,300 · 35–60 tok/sExcellent
- Laptop · Core Ultra 7 258V (Arc 140V) · 32 GB$1,300 · 30–50 tok/sExcellent
- Mac mini M4 32 GB$1,399 · 45–60 tok/sExcellent
- MacBook Air M4 24 GB$1,399 · 45–60 tok/sComfortable
Same chip, other memory: 16 GB
Different tool, context size or workload?
These pages use typical settings. The full check models your exact setup.