Recommended specifications for each local LLM model
Compare the Q4 required memory, native context length, quantization conditions of the latest open weight model, and expected speed for each representative device before purchasing.
Where to start
Don't just look at the model's total parameters, look at the Q4 required memory and active parameters as well. Even for the same model, load availability and perceived speed vary depending on the available memory and bandwidth of the equipment.
total 7
- Qwen3.8 27B local LLM recommended specifications·speed·quantization
- Qwen3.8-Flash-Next local LLM recommended specifications·speed·quantization
- Gemma 4 12B local LLM recommended specifications·speed·quantization
- Gemma 4 26B-A4B (MoE) Local LLM Recommended Specifications·Speed·Quantization
- Qwen3.6 35B-A3B (MoE) local LLM recommended specifications·speed·quantization
- GLM-5.3-Flash (MoE) Local LLM Recommended Specifications·Speed·Quantization
- DeepSeek-V4-Flash-0731 (MoE) Local LLM Recommended Specifications·Speed·Quantization