Hardware fit
Use Q4 quantization for 8GB VRAM or 16GB RAM systems. Increase context only after testing latency.
Local Model Detail
A strong 8B-class local model candidate for users who want coding, multilingual chat, and private desktop inference without a heavy GPU.
Use Q4 quantization for 8GB VRAM or 16GB RAM systems. Increase context only after testing latency.
Good coding utility, multilingual behavior, and broad local runtime compatibility.
Local speed depends heavily on GPU layers, quantization, runtime, and available memory.