Can Laptop · GeForce RTX 4060 Laptop · 32 GB RAM run LFM2.5 24B-A2B?
8 GB VRAM + 32 GB RAM · 256 GB/s memory bandwidth · LFM2.5 24B-A2B has 24B parameters (2B active per token).
Short answer
It loads, but it's borderline even for chat.
Best quantization for chat: Q4_K_M (14 GB of weights) on Ollama. Generation: 30–45 tok/s, leaving about 0.0 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 | Borderline | Q4_K_M | 30–45 tok/s | ≈1 s | 8K | Details |
| Coding questionswith Continue | Borderline | Q4_K_M | 25–45 tok/s | ≈5 s | 16K | Details |
| Coding in a repositorywith Aider | Borderline | Q4_K_M | 20–35 tok/s | ≈15 s | 32K | Details |
| Agentic codingwith OpenCode | Borderline | Q4_K_M | 20–35 tok/s | ≈20 s | 32K | Details |
| Long documents (64K)with Open WebUI | Borderline | Q8_0 | 9–15 tok/s | ≈2 min | 64K | Details |
Speeds are bandwidth-based estimates; no direct benchmark exists for this pair. “First reply” is the time to read the workload’s opening prompt. How we calculate
Other models for Laptop · GeForce RTX 4060 Laptop · 32 GB RAM
The best-rated models for chat on this machine.
- MiniCPM5 2B45–75 tok/sExcellent
- Qwen3.5 4B30–45 tok/sExcellent
- Llama 3.2 3B Instruct40–70 tok/sExcellent
- Gemma 4 E4B25–40 tok/sExcellent
- GLM-4.6V-Flash (10B)25–40 tok/sExcellent
- Qwen2.5-Coder 7B Instruct25–45 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
Different tool, context size or workload?
These pages use typical settings. The full check models your exact setup.