Can MacBook Pro M4 Pro 24 GB run LFM2.5 24B-A2B?
24 GB unified · 273 GB/s memory bandwidth · LFM2.5 24B-A2B has 24B parameters (2B active per token).
Short answer
Yes, comfortable for chat; borderline for coding questions.
Best quantization for chat: Q4_K_M (14 GB of weights) on LM Studio. Generation: 100–140 tok/s, leaving about 1.8 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 | Comfortable | Q4_K_M | 100–140 tok/s | under 1 s | 8K | Details |
| Coding questionswith Continue | Borderline | Q4_K_M | 95–130 tok/s | ≈4 s | 16K | Details |
| Coding in a repositorywith Aider | Borderline | Q4_K_M | 80–110 tok/s | ≈10 s | 32K | Details |
| Agentic codingwith OpenCode | Borderline | Q4_K_M | 75–100 tok/s | ≈15 s | 32K | Details |
| Long documents (64K)with Open WebUI | Borderline | Q4_K_M | 55–75 tok/s | ≈40 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 MacBook Pro M4 Pro 24 GB
The best-rated models for chat on this machine.
- gpt-oss-20b60–80 tok/sExcellent
- MiniCPM5 2B60–85 tok/sExcellent
- Qwen3.5 4B40–55 tok/sExcellent
- Qwen3.5 9B20–30 tok/sExcellent
- Gemma 4 12B25–35 tok/sExcellent
- GLM-4.6V-Flash (10B)30–40 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: 48 GB
Different tool, context size or workload?
These pages use typical settings. The full check models your exact setup.