Hardware: RTX 3060 12GB 32GB DDR4-3200 Windows CUDA 13.x Model: Qwen3.6-35B-A3B-MTP-IQ4_XS.gguf The model is a 35B MoE, so -ncmoe matters a lot. Lower -ncmoe means more MoE blocks stay on GPU. Main takeaway 12GB VRAM feels like a very practical size for this model. It lets you keep enough MoE blocks